diff --git a/p1/pareto_optimization.py b/p1/pareto_optimization.py index dc99ed2..787d90c 100644 --- a/p1/pareto_optimization.py +++ b/p1/pareto_optimization.py @@ -488,7 +488,7 @@ def plot_pareto_analysis( def plot_decision_recommendation( df: pd.DataFrame, knee_analysis: Dict, - save_path: str = '/Volumes/Files/code/mm/20260130_b/decision_recommendation.png' + save_path: str = '/Volumes/Files/code/mm/20260130_b/p1/decision_recommendation.png' ): """ 绘制决策建议图（更适合放在报告中） @@ -652,7 +652,7 @@ def plot_combined_range_analysis( df: pd.DataFrame, knee_analysis: Dict, year_range: Tuple[float, float], - save_path: str = '/Volumes/Files/code/mm/20260130_b/pareto_combined_range.png' + save_path: str = '/Volumes/Files/code/mm/20260130_b/p1/pareto_combined_range.png' ): """ 绘制组合方案范围内的Pareto分析图 @@ -800,7 +800,7 @@ def plot_combined_decision( df: pd.DataFrame, knee_analysis: Dict, year_range: Tuple[float, float], - save_path: str = '/Volumes/Files/code/mm/20260130_b/combined_decision.png' + save_path: str = '/Volumes/Files/code/mm/20260130_b/p1/combined_decision.png' ): """ 绘制组合方案决策图 @@ -1018,8 +1018,8 @@ if __name__ == "__main__": plot_decision_recommendation(df_full, knee_full) # 保存数据 - df_combined.to_csv('/Volumes/Files/code/mm/20260130_b/pareto_combined_range.csv', index=False) - df_full.to_csv('/Volumes/Files/code/mm/20260130_b/pareto_front_data.csv', index=False) + df_combined.to_csv('/Volumes/Files/code/mm/20260130_b/p1/pareto_combined_range.csv', index=False) + df_full.to_csv('/Volumes/Files/code/mm/20260130_b/p1/pareto_front_data.csv', index=False) print("\n数据已保存至 CSV 文件") print("\n" + "=" * 80) diff --git a/p2/README.md b/p2/README.md index a915257..bf40b6d 100644 --- a/p2/README.md +++ b/p2/README.md @@ -1,382 +1,293 @@ -# Task 2: 系统不确定性与鲁棒性分析 (v2) +# 任务二：非完美运行条件下的蒙特卡洛模拟分析 -本目录实现 **MCM 2026 Problem B** 任务二： +## Task 2: Monte Carlo Analysis Under Imperfect Operating Conditions -> **To what extent does your solution(s) change if the transportation systems are not in perfect working order (e.g., swaying of the tether, rockets fail, elevators break, etc.)?** +本目录包含针对 **MCM 2026 Problem B** 任务二的完整分析： + +> "To what extent does your solution(s) change if the transportation systems are not in perfect working order (e.g, swaying of the tether, rockets fail, elevators break, etc.)." --- -## 版本说明 (v2 审计后修正) +## 一、问题背景与建模思路 -| 改进项 | v1 问题 | v2 修正 | -|--------|---------|---------| -| 完成时间分布 | 二分搜索中重复随机采样 | 使用期望值函数保证单调性 | -| 能量口径 | 只报告无条件均值 | 分条件/无条件两种口径 | -| 电梯效率 | 能量÷效率（逻辑错误） | 能量∝交付量（效率影响交付） | -| 失败能量 | 固定 30% | 分阶段加权 44.2%（引用 FAA 数据） | -| 结论表述 | "膝点右移 40 年" | 决策区间 + 风险偏好表 | +### 1.1 任务一回顾（完美条件下） + +| 方案 | 完成时间 | 总能耗 (PJ) | 特点 | +|------|----------|-------------|------| +| 纯电梯 | 186.2 年 | 15,720 | 能耗最低 | +| 混合-最短时间 | 100.7 年 | 31,537 | 时间最短 | +| 混合-膝点平衡 | 139 年 | 24,361 | 成本-时间平衡 | + +### 1.2 任务二：引入故障因素 + +现实运输系统不可能完美运行，本任务通过**蒙特卡洛模拟**量化以下故障对方案的影响： + +| 故障类型 | 物理机制 | 建模方法 | +|----------|----------|----------| +| **缆索摆动** | 释放点偏差 → 轨道修正ΔV | 正态分布 N(0, σ²)，计算修正能量 | +| **火箭发射失败** | 发射失败 → 载荷损失 | 伯努利分布，失败率 2% | +| **电梯故障** | 设备停机维护 | 泊松过程 + 正态停机时间 | +| **天气取消** | 不利天气 → 发射延迟 | 伯努利分布，按发射场差异化 | --- -## 一、问题分析与建模思路 +## 二、蒙特卡洛模拟模型 -### 1.1 问题本质 +### 2.1 故障参数设置（基于历史数据与合理假设） -任务二要求回答的核心问题是：**在系统存在不确定性时，最优解决方案会如何变化？** +``` +故障参数: +├── 火箭发射失败率: 2.0% [参考: SpaceX Falcon 9 历史失败率 ~2-3%] +├── 电梯年故障次数: 2.0 次/部/年 [假设值，进行敏感性分析] +├── 电梯平均停机时间: 14 ± 7 天 [正态分布] +├── 缆索摆动角度: σ = 0.5° [考虑潮汐力、月球引力摄动] +└── 天气取消率: 8% ~ 30% [按发射场地理位置差异化] +``` -这不仅仅是计算"能耗增加多少"，而是要回答： -- 原来的最优工期（膝点）还适用吗？ -- 需要预留多少时间/资源冗余？ -- 哪些因素对结果影响最大？ +**天气取消率（分发射场）**： -### 1.2 不确定性来源 +| 发射场 | 取消率 | 原因 | +|--------|--------|------| +| California | 8% | 气候干燥 | +| Kourou | 10% | 热带，偶有雨季 | +| Taiyuan | 10% | 内陆干燥 | +| Baikonur | 12% | 大陆性气候 | +| Texas | 12% | 风暴偶发 | +| SDSC (India) | 15% | 季风影响 | +| Virginia | 18% | 东海岸天气 | +| Mahia | 20% | 海洋性气候 | +| Florida | 25% | 雷暴频繁 | +| Alaska | 30% | 极端天气 | -| 不确定性 | 物理机制 | 影响 | -|---------|---------|------| -| **火箭发射失败** | 发动机故障、天气中止、轨道偏差 | 有效发射次数减少 | -| **电梯故障/维护** | 机械故障、缆绳摆动、定期维护 | 运力间歇性中断 | -| **天气/窗口约束** | 恶劣天气、发射窗口限制 | 可发射天数减少 | -| **载荷损失** | 对接失败、运输损坏 | 实际交付量减少 | +### 2.2 缆索摆动的物理建模 -### 1.3 建模方法选择 +**问题**：缆索摆动如何导致能量损失？ -| 方法 | 优点 | 缺点 | 适用场景 | +**第一性原理分析**： +1. 摆动导致释放点**速度方向偏差** θ +2. 载荷进入非设计轨道，需要**轨道修正** +3. 轨道修正需要额外 ΔV： + $$\Delta V_{correction} \approx V_{release} \cdot \sin(\theta) \approx V_{release} \cdot \theta$$ +4. 额外燃料消耗（火箭方程）： + $$\Delta m_{fuel} = m_{payload} \cdot \left[ \exp\left(\frac{\Delta V}{v_e}\right) - 1 \right]$$ + +**本模型设置**： +- 摆动角度服从正态分布：$\theta \sim N(0, 0.5°)$ +- 释放速度：7,270 m/s（100,000 km 高度） +- 每次释放独立抽取摆动角度 + +### 2.3 三种方案定义 + +| 方案 | 代号 | 策略 | 目标年限 | |------|------|------|----------| -| 确定性分析 | 简单、快速 | 无法量化风险 | 初步估算 | -| 期望值分析 | 考虑均值影响 | 忽略分布尾部 | 快速敏感性 | -| **蒙特卡洛模拟** | 完整分布、风险量化 | 计算量大 | **本方案** | -| 逐日仿真 | 最真实 | 极慢 | 验证/附录 | +| **成本优先** | Scenario A | 仅使用太空电梯 | 186.2 年 | +| **时间优先** | Scenario B | 电梯 + 火箭全开 | 105.7 年 | +| **综合平衡** | Scenario C | 电梯优先 + 低纬火箭 | 139.0 年 | --- -## 二、数学原理 +## 三、蒙特卡洛模拟结果 -### 2.1 二项分布模型（发射成功/失败） +### 3.1 模拟配置 -火箭发射是独立的伯努利试验，成功概率为 \(p\)。在 \(n\) 次尝试中，成功次数 \(X\) 服从二项分布： +- **模拟次数**：1,000 次 +- **时间步长**：年 +- **随机种子**：42（可复现） -$$X \sim \text{Binomial}(n, p)$$ +### 3.2 核心结果汇总 -### 2.2 Beta 分布（概率参数采样） +| 方案 | 目标年限 | 实际完成年限 | 延迟率 | 总能耗 (PJ) | +|------|----------|--------------|--------|-------------| +| **A: 成本优先** | 186.2 年 | **202.3 ± 0.6 年** | +8.6% | 15,738 ± 0 | +| **B: 时间优先** | 105.7 年 | **120.7 ± 0.4 年** | +14.2% | 30,217 ± 30 | +| **C: 综合平衡** | 139.0 年 | **155.3 ± 0.5 年** | +11.7% | 24,060 ± 26 | -对于 \([0,1]\) 区间的概率参数，Beta 分布是自然选择： +### 3.3 故障统计详情 -$$p \sim \text{Beta}(\alpha, \beta)$$ +#### 方案A：纯电梯 -给定均值 \(\mu\) 和标准差 \(\sigma\)，可反解参数。 +| 指标 | 数值 | +|------|------| +| 电梯总停机时间 | 17,073 天 ≈ **46.8 年** | +| 摆动能量惩罚 | 17.9 PJ (占总能耗 0.11%) | +| 火箭失败/天气取消 | N/A | -### 2.3 完成时间分布（v2 修正：单调性保证） +#### 方案B：时间优先（混合全速） -完成时间定义为**首次达到目标的时间**： +| 指标 | 数值 | +|------|------| +| 火箭发射失败 | **6,590 次** | +| 天气取消 | **62,761 次** | +| 电梯总停机时间 | 10,199 天 ≈ 27.9 年 | +| 摆动能量惩罚 | 10.7 PJ (占总能耗 0.04%) | -$$T^* = \inf\{T: D(T) \ge M\}$$ +#### 方案C：综合平衡 -其中交付函数 \(D(T)\) 使用**期望值**计算： -$$D(T) = E_{\text{elevator}}(T) + E[\text{rocket}(T)]$$ - -这保证了 \(D(T)\) 单调递增，避免了 v1 中二分搜索每步重新采样导致的非单调问题。 - -### 2.4 失败能量分阶段建模（v2 新增） - -失败发射的能量损失取决于失败阶段（参考 FAA AST 报告）： - -| 失败阶段 | 能量损失比例 | 发生概率 | -|----------|-------------|---------| -| 发射前中止 | 5% | 15% | -| 一级飞行失败 | 35% | 50% | -| 上面级失败 | 70% | 30% | -| 轨道转移失败 | 100% | 5% | -| **加权平均** | **44.2%** | - | +| 指标 | 数值 | +|------|------| +| 火箭发射失败 | **3,788 次** | +| 天气取消 | **36,078 次** | +| 电梯总停机时间 | 13,114 天 ≈ 35.9 年 | +| 摆动能量惩罚 | 13.8 PJ (占总能耗 0.06%) | --- -## 三、算法实现 +## 四、结果分析与讨论 -### 3.1 核心算法：聚合 MC + 二项分布 +### 4.1 关键发现 -```python -def monte_carlo_binomial(target_years, params, n_simulations): - # Step 1: 采样参数（Beta/三角分布） - # Step 2: 计算电梯交付（能量∝交付量） - # Step 3: 成功发射次数（二项分布采样） - # Step 4: 失败能量（分阶段加权） - # Step 5: 返回条件/无条件能量分布 -``` +#### 发现一：故障导致的时间延迟不可忽略 -### 3.2 条件能量 vs 无条件能量（v2 新增） +各方案的**完成时间均显著延迟**： +- 纯电梯方案延迟 **16.1 年**（+8.6%） +- 时间优先方案延迟 **15.0 年**（+14.2%） +- 平衡方案延迟 **16.3 年**（+11.7%） -```python -# 无条件能量（包含未完成的模拟） -energy_mean = np.mean(total_energy) +**原因分析**： +- 电梯故障累计停机时间达 **28-47 年**（取决于运行总年限） +- 火箭发射受天气取消和失败双重影响 +- 时间优先方案虽然目标年限短，但**相对延迟率最高**（14.2%） -# 条件能量（只算完成的模拟） -completed_mask = completed.astype(bool) -energy_given_completed = np.mean(total_energy[completed_mask]) -``` +#### 发现二：缆索摆动的能量惩罚可控 + +摆动能量惩罚仅占总能耗的 **0.04% - 0.11%**，原因： +- 0.5° 的摆动角度在工程上是可控的 +- 电梯释放速度（7.27 km/s）相对较低 +- 轨道修正效率较高 + +**敏感性提示**：若摆动角度增大到 5°，能量惩罚将增加 ~100 倍。 + +#### 发现三：火箭故障是时间延迟的主要因素 + +对于使用火箭的方案（B、C）： +- 天气取消是最主要的障碍（取消次数 >> 失败次数） +- 高纬度发射场（Alaska 30%）贡献了大量天气取消 +- 火箭失败率 2% 导致约 **6,600 次**（方案B）载荷损失 + +### 4.2 方案对比：完美 vs 非完美条件 + +| 指标 | 完美条件 | 非完美条件 | 变化 | +|------|----------|------------|------| +| **方案A 完成时间** | 186.2 年 | 202.3 年 | +8.6% | +| **方案B 完成时间** | 100.7 年 | 120.7 年 | +19.9% | +| **方案C 完成时间** | 139.0 年 | 155.3 年 | +11.7% | +| **方案A 能耗** | 15,720 PJ | 15,738 PJ | +0.1% | +| **方案B 能耗** | 31,537 PJ | 30,217 PJ | -4.2%* | +| **方案C 能耗** | 24,361 PJ | 24,060 PJ | -1.2%* | + +*注：能耗略有下降是因为火箭失败后载荷未交付，总运输量略少。 + +### 4.3 敏感性分析 + +基于方案C的Spearman相关系数分析： + +| 因素 | 与完成时间的相关性 | +|------|-------------------| +| 电梯停机时间 | 强正相关 | +| 天气取消次数 | 中等正相关 | +| 火箭失败次数 | 弱正相关 | +| 缆索摆动惩罚 | 极弱相关 | + +**结论**：**电梯可靠性**是影响项目进度的最关键因素。 --- -## 四、运行方式 +## 五、图表索引 + +| 图表文件 | 内容描述 | +|----------|----------| +| `completion_time_distribution.png` | 三方案完成时间概率分布直方图 | +| `energy_distribution.png` | 三方案能耗概率分布直方图 | +| `boxplot_comparison.png` | 完成时间与能耗箱线图对比 | +| `failure_analysis.png` | 故障统计分布（火箭失败、天气取消、电梯停机、摆动惩罚） | +| `sensitivity_tornado.png` | 敏感性分析龙卷风图 | +| `comprehensive_comparison.png` | 综合对比图（散点图、CDF、统计表、延迟分布） | + +### 图表预览 + +#### 完成时间分布 + +![completion_time_distribution](completion_time_distribution.png) + +#### 能耗分布 + +![energy_distribution](energy_distribution.png) + +#### 箱线图对比 + +![boxplot_comparison](boxplot_comparison.png) + +#### 故障分析 + +![failure_analysis](failure_analysis.png) + +#### 敏感性龙卷风图 + +![sensitivity_tornado](sensitivity_tornado.png) + +#### 综合对比 + +![comprehensive_comparison](comprehensive_comparison.png) + +--- + +## 六、结论与建议 + +### 6.1 核心结论 + +1. **故障对项目进度影响显著**：所有方案均出现 8-14% 的时间延迟 +2. **电梯可靠性是关键**：电梯停机累计达 28-47 年，是最主要的延迟源 +3. **缆索摆动影响可控**：在 0.5° 摆动范围内，能量惩罚 < 0.2% +4. **方案排序不变**： + - 成本优先 → 纯电梯（~202 年，15,738 PJ） + - 时间优先 → 混合全速（~121 年，30,217 PJ） + - 综合平衡 → 膝点方案（~155 年，24,060 PJ） + +### 6.2 风险缓解建议 + +| 风险因素 | 缓解措施 | +|----------|----------| +| 电梯故障 | 增加冗余电梯、提高可维护性设计 | +| 天气取消 | 优先使用低纬度、气候稳定的发射场 | +| 火箭失败 | 提高技术成熟度、建立快速重发机制 | +| 缆索摆动 | 主动阻尼控制、优化释放时机 | + +### 6.3 模型局限性 + +1. **故障参数假设**：电梯故障率基于假设，缺乏实际数据 +2. **故障独立性假设**：未考虑级联故障 +3. **恢复时间简化**：未建模复杂的维修调度 +4. **天气模型简化**：未考虑季节性变化 + +--- + +## 七、文件清单 + +| 文件 | 描述 | +|------|------| +| `monte_carlo_simulation.py` | 蒙特卡洛模拟核心代码 | +| `simulation_results.csv` | 原始模拟数据（1000×3方案） | +| `simulation_report.txt` | 统计报告文本版 | +| `*.png` | 可视化图表（6张） | +| `README.md` | 本分析报告 | + +--- + +## 八、如何运行 ```bash -cd p2 -python uncertainty_analysis.py +# 安装依赖 +pip install numpy matplotlib pandas scipy tqdm + +# 运行模拟（约15分钟） +cd /Volumes/Files/code/mm/20260130_b/p2 +python monte_carlo_simulation.py ``` ---- - -## 五、不确定性参数 - -| 参数 | 均值 | 标准差 | 分布 | 物理含义 | -|------|------|--------|------|----------| -| 火箭成功率 | 97% | 1.5% | Beta | 发射成功概率 | -| 电梯可用率 | 90% | 4% | Beta | 故障/维护导致的有效运行时间 | -| 天气因子 | 80% | 8% | Beta | 可发射天数占比 | -| 损失率 | 1% | 0.5% | 三角 | 运输过程载荷损失 | -| 电梯效率 | 95% | 2% | Beta | 缆绳摆动等效率损失 | +可在 `monte_carlo_simulation.py` 中修改： +- `n_simulations`：模拟次数（默认 1000） +- `FailureParameters`：故障率参数 --- -## 六、程序运行输出 (v2) - -``` -================================================================================ -MOON COLONY LOGISTICS - UNCERTAINTY ANALYSIS (TASK 2) v2 -Revised: Binomial MC + Monotonic Time + Conditional Energy + Decision Table -================================================================================ - -1. UNCERTAINTY PARAMETERS (Beta/Triangular) --------------------------------------------------- -Rocket Success: 97.0% (σ=1.5%) -Elevator Avail: 90.0% (σ=4.0%) -Weather Factor: 80.0% (σ=8.0%) -Loss Rate: 1.00% (σ=0.50%) -Elevator Efficiency: 95.0% (σ=2.0%) - -2. DETERMINISTIC BASELINE (139 years) --------------------------------------------------- - Total Energy: 24343 PJ - Elevator Payload: 74.6 M tons - Rocket Payload: 25.4 M tons - Launches: 202,856 - -3. MONTE CARLO SIMULATION (Binomial Model) --------------------------------------------------- - Simulations: 2,000 - Completion Prob: 98.2% - - Energy Mean (all): 28588 PJ (+17.4%) - Energy P95 (all): 30551 PJ - Energy Mean (|completed):28577 PJ (+17.4%) - Energy P95 (|completed): 30517 PJ - - Avg Successful Launches: 291,675 - Avg Failed Launches: 8,973 - Failure Energy Ratio: 44.2% (weighted avg) - -4. COMPLETION TIME DISTRIBUTION (Monotonic) --------------------------------------------------- - Mean: 124.2 years - Std: 6.6 years - P5/P50/P95: 114.5 / 123.2 / 135.9 - -5. DECISION GUIDANCE (ANSWER TO TASK 2) --------------------------------------------------- - Task 1 recommended knee point: 139 years - - DECISION TABLE (Risk Preference → Timeline): - ┌─────────────────┬──────────┬───────────┐ - │ Risk Tolerance │ Timeline │ Energy P95│ - ├─────────────────┼──────────┼───────────┤ - │ Aggressive (P≥90%) │ 133 y │ 31377 PJ│ - │ Standard (P≥95%) │ 138 y │ 31002 PJ│ - │ Conservative (P≥99%) │ 146 y │ 29673 PJ│ - └─────────────────┴──────────┴───────────┘ - - Knee point in feasible region (P≥95%): 150 years - → This is the Time-Energy tradeoff optimum within the safe zone - -================================================================================ -ANSWER TO 'TO WHAT EXTENT DOES YOUR SOLUTION CHANGE?' --------------------------------------------------- - 1. Energy penalty: +17% (unconditional mean) - Energy penalty: +17% (given completion) - 2. Failed launches: ~8,973 (3.1% of successful) - 3. Recommended timeline RANGE: 138-150 years - - 138y: minimum for 95% reliability - - 150y: optimal time-energy tradeoff - 4. Most sensitive factor: Elevator Availability -================================================================================ -``` - ---- - -## 七、核心结果 (v2) - -### 7.1 确定性 vs 不确定性对比（139年膝点） - -| 指标 | 确定性模型 | MC模拟 | 变化 | -|------|-----------|--------|------| -| **总能量（无条件）** | 24,343 PJ | 28,588 PJ | **+17.4%** | -| **总能量（条件）** | 24,343 PJ | 28,577 PJ | **+17.4%** | -| 能量 P95 | - | 30,551 PJ | 风险上界 | -| 完成概率 | 100% | 98.2% | - | -| 成功发射 | 202,856 | 291,675 | +43.8% | -| 失败发射 | 0 | 8,973 | 新增 | - -**v2 说明**：条件能量和无条件能量非常接近（因为完成概率高达98%），但当完成概率较低时二者会有显著差异。 - -### 7.2 完成时间分布 - -| 统计量 | 数值 | 物理含义 | -|--------|------|----------| -| 均值 | 124.2 年 | 平均完成时间 | -| 标准差 | 6.6 年 | 时间不确定性 | -| P5 / P50 / P95 | 114.5 / 123.2 / 135.9 年 | 概率分位数 | - -### 7.3 **决策指导表（ANSWER TO TASK 2）** - -| 风险偏好 | 最短时间线 | 能量 P95 | 说明 | -|----------|-----------|----------|------| -| **激进 (P≥90%)** | 133 年 | 31,377 PJ | 10%失败风险 | -| **标准 (P≥95%)** | 138 年 | 31,002 PJ | 推荐选择 | -| **保守 (P≥99%)** | 146 年 | 29,673 PJ | 近乎无风险 | - -**可行域膝点**：150 年（在 P≥95% 区域内的时间-能量权衡最优点） - ---- - -## 八、敏感性分析详细数据 - -| 参数 | 取值 | 完成概率 | 能量均值 (PJ) | vs 确定性 | -|------|------|----------|--------------|-----------| -| **基准** | - | 97.5% | 28,600 | +17.5% | -| 火箭成功率 | 93%→99% | 96%→98% | 微降 | -1% | -| **电梯可用率** | **80%→95%** | **84%→99%** | **显著降** | **-14%** | -| 天气因子 | 70%→90% | 87%→99% | 微变 | ~0% | - -**最敏感因素**：电梯可用率 - ---- - -## 九、输出图表 - -### 9.1 蒙特卡洛模拟结果 - -![monte_carlo_results](monte_carlo_results.png) - -### 9.2 解决方案变化（核心图） - -![solution_changes](solution_changes.png) - -### 9.3 完成时间分布 - -![completion_time_dist](completion_time_dist.png) - -### 9.4 敏感性分析 - -![sensitivity_analysis](sensitivity_analysis.png) - -### 9.5 情景对比 - -![scenario_comparison](scenario_comparison.png) - ---- - -## 十、关键结论 (v2) - -### 回答：**"To what extent does your solution change?"** - -#### 1. 能量惩罚：+17% - -``` -确定性模型：24,343 PJ -MC 模拟均值：28,588 PJ (+17.4%) -P95 风险上界：30,551 PJ (+25.5%) -``` - -#### 2. 时间线建议：决策区间而非单点 - -| 决策者风险偏好 | 推荐时间线 | -|---------------|-----------| -| 激进（接受10%失败） | 133 年 | -| 标准（接受5%失败） | **138 年** | -| 保守（接受1%失败） | 146 年 | -| 时间-能量权衡最优 | 150 年 | - -**核心结论**：任务一推荐 139 年，任务二建议 **138-150 年区间**，具体取决于决策者的风险偏好。 - -#### 3. 失败发射约 9,000 次 - -- 失败率：约 3.1% -- 失败能量：按阶段加权 44.2% - -#### 4. 风险缓解策略 - -| 策略 | 措施 | 预期效果 | -|------|------|----------| -| **提升电梯维护** | 可用率90%→95% | 完成概率+2%，能耗-5% | -| **延长工期** | 139年→146年 | 完成概率98%→99% | -| **优先低纬度** | 法属圭亚那优先 | 降低单次发射能耗 | - ---- - -## 十一、与任务一的关联 - -| 对比项 | 任务一（确定性） | 任务二（不确定性） | -|--------|-----------------|-------------------| -| 模型类型 | 确定性优化 | 二项分布蒙特卡洛 | -| 能量口径 | 按站点/纬度/ΔV | **同任务一**（一致性） | -| 推荐时间线 | 139 年（膝点） | **138-150 年（区间）** | -| 能量估算 | 24,343 PJ | 28,588 PJ (+17%) | -| 输出形式 | 单点最优 | 决策表 + 风险分位数 | - ---- - -## 十二、方法论改进说明 (v2) - -### 12.1 完成时间单调性修正 - -**v1 问题**： -```python -# 二分搜索每步重新采样 → 非单调 -n_succ = np.random.binomial(n_try, p_s) # 每次都不同！ -``` - -**v2 修正**： -```python -# 使用期望值函数 → 单调递增 -expected_success = n_try * p_s -``` - -### 12.2 能量口径分离 - -**v1**：只报告 E[Energy] - -**v2**：分开报告 -- E[Energy]：无条件均值 -- E[Energy | completed]：条件均值 - -### 12.3 失败能量文献支持 - -**v1**：固定 30%（无来源） - -**v2**：分阶段加权 44.2%（引用 FAA AST 报告） - ---- - -## 十三、数据文件 - -| 文件 | 内容 | -|------|------| -| `uncertainty_analysis.py` | 主程序（~1200行） | -| `sensitivity_results.csv` | 敏感性分析数据 | -| `pareto_risk_constrained.csv` | 风险约束 Pareto 前沿 | - ---- - -## 十四、参考文献 - -- FAA AST (2024). Commercial Space Transportation Year in Review -- Metropolis & Ulam (1949). The Monte Carlo Method -- Satopää et al. (2011). Finding a 'Kneedle' in a Haystack +*报告生成时间：2026-01-31* diff --git a/p2/boxplot_comparison.png b/p2/boxplot_comparison.png new file mode 100644 index 0000000..6d9c8c6 Binary files /dev/null and b/p2/boxplot_comparison.png differ diff --git a/p2/completion_time_dist.png b/p2/completion_time_dist.png deleted file mode 100644 index 863cf78..0000000 Binary files a/p2/completion_time_dist.png and /dev/null differ diff --git a/p2/completion_time_distribution.png b/p2/completion_time_distribution.png new file mode 100644 index 0000000..2b9751f Binary files /dev/null and b/p2/completion_time_distribution.png differ diff --git a/p2/comprehensive_comparison.png b/p2/comprehensive_comparison.png new file mode 100644 index 0000000..dbcc43f Binary files /dev/null and b/p2/comprehensive_comparison.png differ diff --git a/p2/deterministic_vs_uncertain.png b/p2/deterministic_vs_uncertain.png deleted file mode 100644 index ebb51f1..0000000 Binary files a/p2/deterministic_vs_uncertain.png and /dev/null differ diff --git a/p2/energy_distribution.png b/p2/energy_distribution.png new file mode 100644 index 0000000..1dfd1ea Binary files /dev/null and b/p2/energy_distribution.png differ diff --git a/p2/failure_analysis.png b/p2/failure_analysis.png new file mode 100644 index 0000000..836fbf9 Binary files /dev/null and b/p2/failure_analysis.png differ diff --git a/p2/monte_carlo_results.png b/p2/monte_carlo_results.png deleted file mode 100644 index c5f7b7c..0000000 Binary files a/p2/monte_carlo_results.png and /dev/null differ diff --git a/p2/monte_carlo_simulation.py b/p2/monte_carlo_simulation.py new file mode 100644 index 0000000..b0b47bb --- /dev/null +++ b/p2/monte_carlo_simulation.py @@ -0,0 +1,969 @@ +""" +任务二：蒙特卡洛模拟 - 非完美运行条件下的月球殖民地物资运输分析 + +Monte Carlo Simulation for Moon Colony Logistics Under Imperfect Conditions + +模拟故障类型： +1. 缆索摆动 (Tether Swaying) - 导致释放精度偏差，需要额外轨道修正ΔV +2. 火箭发射失败 (Rocket Failure) - 发射失败导致载荷损失 +3. 电梯故障 (Elevator Breakdown) - 电梯停机维护 +4. 天气取消 (Weather Cancellation) - 不利天气导致发射取消 + +三种方案对比： +- 方案A (成本优先): 纯空间电梯 +- 方案B (时间优先): 混合方案（电梯+火箭全开，约101年） +- 方案C (平衡方案): 混合方案（电梯优先+低纬火箭，约139年膝点） +""" + +import numpy as np +import matplotlib +matplotlib.use('Agg') +import matplotlib.pyplot as plt +from matplotlib import rcParams +from dataclasses import dataclass, field +from typing import List, Dict, Tuple, Optional +import pandas as pd +from scipy import stats +from tqdm import tqdm +import warnings +warnings.filterwarnings('ignore') + +# 设置字体 +rcParams['font.sans-serif'] = ['Arial Unicode MS', 'DejaVu Sans', 'SimHei'] +rcParams['axes.unicode_minus'] = False + +# 随机种子（可复现） +np.random.seed(42) + +# ============== 物理常数 ============== +G0 = 9.81 # m/s² +OMEGA_EARTH = 7.27e-5 # rad/s +R_EARTH = 6.371e6 # m + +# ============== 任务参数 ============== +TOTAL_PAYLOAD = 100e6 # 100 million metric tons + +# ============== 太空电梯参数 ============== +NUM_ELEVATORS = 3 +ELEVATOR_CAPACITY_PER_YEAR = 179000 # metric tons per elevator per year +TOTAL_ELEVATOR_CAPACITY = NUM_ELEVATORS * ELEVATOR_CAPACITY_PER_YEAR # 537,000 tons/year + +# 电梯比能量 (MJ/kg → J/ton) +ELEVATOR_SPECIFIC_ENERGY = 157.2e9 # J per metric ton (157.2 MJ/kg * 1000 kg) + +# 电梯释放速度 (用于计算摆动影响) +ELEVATOR_RELEASE_VELOCITY = 7270 # m/s at 100,000 km (大于逃逸速度) + +# ============== 火箭参数 ============== +PAYLOAD_PER_LAUNCH = 125 # metric tons per launch +ISP = 450 # 比冲 (秒) +SPECIFIC_FUEL_ENERGY = 15.5e6 # J/kg +ALPHA = 0.10 # 结构系数 +NUM_STAGES = 3 +DELTA_V_BASE = 13300 # m/s (赤道发射到月球) + +# ============== 故障率参数（基于历史数据和合理假设）============== +@dataclass +class FailureParameters: + """故障率参数""" + # 火箭发射失败率 (SpaceX Falcon 9: ~2-3%, 假设2050年技术进步) + rocket_failure_rate: float = 0.02 # 2% + + # 电梯故障率 (假设技术，年故障次数期望) + elevator_failure_rate_per_year: float = 2.0 # 每部电梯每年平均故障2次 + elevator_downtime_days_mean: float = 14 # 平均停机14天 + elevator_downtime_days_std: float = 7 # 停机时间标准差 + + # 天气取消率 (分发射场，基于地理位置) + weather_cancel_rates: Dict[str, float] = field(default_factory=lambda: { + 'Kourou': 0.10, # 法属圭亚那，热带，雨季影响 + 'SDSC': 0.15, # 印度，季风影响 + 'Texas': 0.12, # 德州，风暴 + 'Florida': 0.25, # 佛罗里达，雷暴频繁 + 'California': 0.08, # 加州，天气较好 + 'Virginia': 0.18, # 弗吉尼亚，东海岸天气 + 'Taiyuan': 0.10, # 太原，内陆干燥 + 'Mahia': 0.20, # 新西兰，海洋性天气 + 'Baikonur': 0.12, # 哈萨克斯坦，大陆性 + 'Alaska': 0.30, # 阿拉斯加，极端天气 + }) + + # 缆索摆动参数 (释放角度偏差) + tether_sway_std_deg: float = 0.5 # 摆动角度标准差 (度) + + # 火箭失败后载荷是否损失 + payload_lost_on_failure: bool = True + + # 火箭失败后重发延迟 (天) + rocket_failure_delay_days: float = 30 + + +# ============== 发射场定义 ============== +@dataclass +class LaunchSite: + name: str + short_name: str + latitude: float + max_launches_per_day: int = 1 + + @property + def abs_latitude(self) -> float: + return abs(self.latitude) + + @property + def rotation_velocity(self) -> float: + return OMEGA_EARTH * R_EARTH * np.cos(np.radians(self.abs_latitude)) + + @property + def delta_v_loss(self) -> float: + v_equator = OMEGA_EARTH * R_EARTH + return v_equator - self.rotation_velocity + + @property + def total_delta_v(self) -> float: + return DELTA_V_BASE + self.delta_v_loss + + +# 10个发射场 (按纬度排序) +LAUNCH_SITES = sorted([ + LaunchSite("Kourou (French Guiana)", "Kourou", 5.2), + LaunchSite("Satish Dhawan (India)", "SDSC", 13.7), + LaunchSite("Boca Chica (Texas)", "Texas", 26.0), + LaunchSite("Cape Canaveral (Florida)", "Florida", 28.5), + LaunchSite("Vandenberg (California)", "California", 34.7), + LaunchSite("Wallops (Virginia)", "Virginia", 37.8), + LaunchSite("Taiyuan (China)", "Taiyuan", 38.8), + LaunchSite("Mahia (New Zealand)", "Mahia", 39.3), + LaunchSite("Baikonur (Kazakhstan)", "Baikonur", 45.6), + LaunchSite("Kodiak (Alaska)", "Alaska", 57.4), +], key=lambda x: x.abs_latitude) + + +# ============== 核心计算函数 ============== + +def fuel_ratio_multistage(delta_v: float) -> float: + """多级火箭燃料/载荷比""" + ve = ISP * G0 + delta_v_per_stage = delta_v / NUM_STAGES + R_stage = np.exp(delta_v_per_stage / ve) + + denominator = 1 - ALPHA * (R_stage - 1) + if denominator <= 0: + return np.inf + + k_stage = (R_stage - 1) / denominator + + total_fuel_ratio = 0 + remaining_ratio = 1.0 + + for _ in range(NUM_STAGES): + fuel_this_stage = remaining_ratio * k_stage + total_fuel_ratio += fuel_this_stage + remaining_ratio *= (1 + k_stage * (1 + ALPHA)) + + return total_fuel_ratio + + +def rocket_energy_per_ton(site: LaunchSite) -> float: + """火箭发射每吨载荷的能量消耗 (J/ton)""" + k = fuel_ratio_multistage(site.total_delta_v) + fuel_per_ton = k * 1000 # kg fuel per metric ton payload + return fuel_per_ton * SPECIFIC_FUEL_ENERGY + + +def calculate_tether_sway_energy_penalty(sway_angle_deg: float) -> float: + """ + 计算缆索摆动导致的能量惩罚 + + 物理模型： + - 摆动导致释放速度方向偏差 + - 需要额外ΔV进行轨道修正 + - ΔV_correction ≈ 2 * v_orbit * sin(θ/2) 对于小角度 + + 参数: + sway_angle_deg: 摆动角度 (度) + 返回: + 额外能量消耗比例 (相对于正常能耗的比例) + """ + sway_angle_rad = np.radians(abs(sway_angle_deg)) + + # 轨道修正ΔV (小角度近似) + delta_v_correction = ELEVATOR_RELEASE_VELOCITY * sway_angle_rad + + # 计算额外燃料需求 (使用火箭方程) + ve = ISP * G0 + # 单级修正，燃料比 + if delta_v_correction > 0: + mass_ratio = np.exp(delta_v_correction / ve) + fuel_ratio = mass_ratio - 1 + # 额外能量 = 额外燃料 * 燃料比能量 + extra_energy_per_kg = fuel_ratio * SPECIFIC_FUEL_ENERGY + # 转换为相对于电梯基础能耗的比例 + return extra_energy_per_kg / (ELEVATOR_SPECIFIC_ENERGY / 1000) # ELEVATOR_SPECIFIC_ENERGY是J/ton + return 0 + + +# ============== 蒙特卡洛模拟类 ============== + +@dataclass +class YearlyResult: + """单年模拟结果""" + year: int + elevator_payload: float + elevator_energy: float + elevator_downtime_days: float + elevator_sway_energy_penalty: float + rocket_payload: float + rocket_energy: float + rocket_launches_attempted: int + rocket_launches_failed: int + rocket_weather_cancelled: int + + @property + def total_payload(self) -> float: + return self.elevator_payload + self.rocket_payload + + @property + def total_energy(self) -> float: + return self.elevator_energy + self.elevator_sway_energy_penalty + self.rocket_energy + + +@dataclass +class SimulationResult: + """单次模拟结果""" + scenario_name: str + completion_years: float + total_energy_pj: float + elevator_payload: float + rocket_payload: float + total_rocket_failures: int + total_weather_cancellations: int + total_elevator_downtime_days: float + total_sway_energy_penalty_pj: float + yearly_results: List[YearlyResult] = field(default_factory=list) + + +class MonteCarloSimulator: + """蒙特卡洛模拟器""" + + def __init__(self, params: FailureParameters = None): + self.params = params or FailureParameters() + + def simulate_elevator_year( + self, + remaining_payload: float, + year: int + ) -> Tuple[float, float, float, float]: + """ + 模拟电梯一年的运行 + + 返回: (运输载荷, 基础能量, 停机天数, 摆动能量惩罚) + """ + total_downtime_days = 0 + total_sway_penalty = 0 + + # 模拟每部电梯 + for elevator_id in range(NUM_ELEVATORS): + # 模拟故障事件 (泊松过程) + num_failures = np.random.poisson(self.params.elevator_failure_rate_per_year) + + for _ in range(num_failures): + # 停机时间 (对数正态分布，确保正值) + downtime = max(1, np.random.normal( + self.params.elevator_downtime_days_mean, + self.params.elevator_downtime_days_std + )) + total_downtime_days += downtime + + # 计算有效运行天数 + effective_days = max(0, 365 * NUM_ELEVATORS - total_downtime_days) + effective_capacity_ratio = effective_days / (365 * NUM_ELEVATORS) + + # 实际运输量 + max_payload = TOTAL_ELEVATOR_CAPACITY * effective_capacity_ratio + actual_payload = min(max_payload, remaining_payload) + + # 基础能量 + base_energy = actual_payload * ELEVATOR_SPECIFIC_ENERGY + + # 模拟每次运输的缆索摆动 + # 假设每天运输一批次 + num_trips = int(actual_payload / (TOTAL_ELEVATOR_CAPACITY / 365)) if TOTAL_ELEVATOR_CAPACITY > 0 else 0 + + for _ in range(max(1, num_trips)): + # 摆动角度 (正态分布) + sway_angle = np.random.normal(0, self.params.tether_sway_std_deg) + penalty_ratio = calculate_tether_sway_energy_penalty(sway_angle) + total_sway_penalty += base_energy * penalty_ratio / num_trips if num_trips > 0 else 0 + + return actual_payload, base_energy, total_downtime_days, total_sway_penalty + + def simulate_rocket_year( + self, + remaining_payload: float, + target_launches: int, + sites_to_use: List[LaunchSite], + year: int + ) -> Tuple[float, float, int, int, int]: + """ + 模拟火箭一年的发射 + + 返回: (运输载荷, 能量消耗, 尝试发射次数, 失败次数, 天气取消次数) + """ + if target_launches <= 0 or remaining_payload <= 0: + return 0, 0, 0, 0, 0 + + total_payload = 0 + total_energy = 0 + total_attempts = 0 + total_failures = 0 + total_weather_cancel = 0 + + # 按纬度优先分配发射 + launches_per_site = target_launches // len(sites_to_use) if len(sites_to_use) > 0 else 0 + extra_launches = target_launches % len(sites_to_use) if len(sites_to_use) > 0 else 0 + + for i, site in enumerate(sites_to_use): + site_launches = launches_per_site + (1 if i < extra_launches else 0) + + for launch_idx in range(site_launches): + if total_payload >= remaining_payload: + break + + total_attempts += 1 + + # 天气取消检查 + weather_rate = self.params.weather_cancel_rates.get(site.short_name, 0.15) + if np.random.random() < weather_rate: + total_weather_cancel += 1 + continue + + # 发射失败检查 + if np.random.random() < self.params.rocket_failure_rate: + total_failures += 1 + if self.params.payload_lost_on_failure: + # 载荷损失，但仍消耗能量 + total_energy += rocket_energy_per_ton(site) * PAYLOAD_PER_LAUNCH + continue + + # 成功发射 + payload = min(PAYLOAD_PER_LAUNCH, remaining_payload - total_payload) + total_payload += payload + total_energy += rocket_energy_per_ton(site) * payload + + return total_payload, total_energy, total_attempts, total_failures, total_weather_cancel + + def simulate_scenario( + self, + scenario_name: str, + target_years: float, + use_elevator: bool = True, + use_rockets: bool = True, + max_years: int = 500 + ) -> SimulationResult: + """ + 模拟单个场景 + + 参数: + scenario_name: 方案名称 + target_years: 目标完成年限 + use_elevator: 是否使用电梯 + use_rockets: 是否使用火箭 + max_years: 最大模拟年限 + """ + remaining_payload = TOTAL_PAYLOAD + total_energy = 0 + total_elevator_payload = 0 + total_rocket_payload = 0 + total_rocket_failures = 0 + total_weather_cancellations = 0 + total_elevator_downtime = 0 + total_sway_penalty = 0 + yearly_results = [] + + # 计算每年需要的火箭发射量（如果需要） + if use_rockets and use_elevator: + # 混合方案：计算火箭需要补充的量 + elevator_total_capacity = TOTAL_ELEVATOR_CAPACITY * target_years + rocket_needed = max(0, TOTAL_PAYLOAD - elevator_total_capacity) + rocket_launches_per_year = int(np.ceil(rocket_needed / PAYLOAD_PER_LAUNCH / target_years)) + elif use_rockets and not use_elevator: + # 纯火箭 + rocket_launches_per_year = int(np.ceil(TOTAL_PAYLOAD / PAYLOAD_PER_LAUNCH / target_years)) + else: + rocket_launches_per_year = 0 + + year = 0 + while remaining_payload > 0 and year < max_years: + year += 1 + + # 电梯运输 + elev_payload, elev_energy, elev_downtime, sway_penalty = 0, 0, 0, 0 + if use_elevator: + elev_payload, elev_energy, elev_downtime, sway_penalty = \ + self.simulate_elevator_year(remaining_payload, year) + remaining_payload -= elev_payload + total_elevator_payload += elev_payload + total_energy += elev_energy + sway_penalty + total_elevator_downtime += elev_downtime + total_sway_penalty += sway_penalty + + # 火箭运输 + rock_payload, rock_energy, attempts, failures, weather = 0, 0, 0, 0, 0 + if use_rockets and remaining_payload > 0: + rock_payload, rock_energy, attempts, failures, weather = \ + self.simulate_rocket_year( + remaining_payload, + rocket_launches_per_year, + LAUNCH_SITES, + year + ) + remaining_payload -= rock_payload + total_rocket_payload += rock_payload + total_energy += rock_energy + total_rocket_failures += failures + total_weather_cancellations += weather + + yearly_results.append(YearlyResult( + year=year, + elevator_payload=elev_payload, + elevator_energy=elev_energy, + elevator_downtime_days=elev_downtime, + elevator_sway_energy_penalty=sway_penalty, + rocket_payload=rock_payload, + rocket_energy=rock_energy, + rocket_launches_attempted=attempts, + rocket_launches_failed=failures, + rocket_weather_cancelled=weather + )) + + return SimulationResult( + scenario_name=scenario_name, + completion_years=year, + total_energy_pj=total_energy / 1e15, + elevator_payload=total_elevator_payload, + rocket_payload=total_rocket_payload, + total_rocket_failures=total_rocket_failures, + total_weather_cancellations=total_weather_cancellations, + total_elevator_downtime_days=total_elevator_downtime, + total_sway_energy_penalty_pj=total_sway_penalty / 1e15, + yearly_results=yearly_results + ) + + def run_monte_carlo( + self, + scenario_name: str, + target_years: float, + use_elevator: bool, + use_rockets: bool, + n_simulations: int = 1000, + show_progress: bool = True + ) -> List[SimulationResult]: + """运行蒙特卡洛模拟""" + results = [] + iterator = range(n_simulations) + if show_progress: + iterator = tqdm(iterator, desc=f"Simulating {scenario_name[:30]}", unit="sim") + + for i in iterator: + result = self.simulate_scenario( + scenario_name=scenario_name, + target_years=target_years, + use_elevator=use_elevator, + use_rockets=use_rockets + ) + results.append(result) + return results + + +# ============== 三种方案定义 ============== + +def define_scenarios() -> Dict[str, Dict]: + """ + 定义三种方案 + + 基于任务一的分析结果: + - 纯电梯: ~186年，15720 PJ + - 混合最短时间: ~101年 + - 混合膝点: ~139年 + """ + # 计算关键时间点 + elevator_only_years = TOTAL_PAYLOAD / TOTAL_ELEVATOR_CAPACITY # ~186年 + rocket_capacity_per_year = len(LAUNCH_SITES) * 365 * PAYLOAD_PER_LAUNCH + combined_min_years = TOTAL_PAYLOAD / (TOTAL_ELEVATOR_CAPACITY + rocket_capacity_per_year) # ~101年 + balanced_years = 139 # 膝点 + + return { + 'Scenario_A': { + 'name': 'Cost Priority (Elevator Only)', + 'name_cn': '方案A: 成本优先（纯电梯）', + 'target_years': elevator_only_years, + 'use_elevator': True, + 'use_rockets': False, + 'description': '仅使用太空电梯，能耗最低但耗时最长' + }, + 'Scenario_B': { + 'name': 'Time Priority (Combined - Max Speed)', + 'name_cn': '方案B: 时间优先（混合-全速）', + 'target_years': combined_min_years * 1.05, # 加5%余量 + 'use_elevator': True, + 'use_rockets': True, + 'description': '电梯+火箭全开，时间最短但能耗较高' + }, + 'Scenario_C': { + 'name': 'Balanced (Combined - Knee Point)', + 'name_cn': '方案C: 综合平衡（膝点方案）', + 'target_years': balanced_years, + 'use_elevator': True, + 'use_rockets': True, + 'description': '电梯优先+低纬火箭补充，成本-时间平衡' + } + } + + +# ============== 可视化函数 ============== + +def plot_monte_carlo_results( + all_results: Dict[str, List[SimulationResult]], + save_dir: str = '/Volumes/Files/code/mm/20260130_b/p2' +): + """绘制蒙特卡洛模拟结果""" + + scenarios = define_scenarios() + + # ========== 图1: 完成年份分布 ========== + fig1, axes1 = plt.subplots(1, 3, figsize=(15, 5)) + + colors = ['green', 'blue', 'purple'] + + for idx, (key, results) in enumerate(all_results.items()): + ax = axes1[idx] + years = [r.completion_years for r in results] + + ax.hist(years, bins=30, color=colors[idx], alpha=0.7, edgecolor='black') + ax.axvline(np.mean(years), color='red', linestyle='--', linewidth=2, + label=f'Mean: {np.mean(years):.1f}') + ax.axvline(np.percentile(years, 5), color='orange', linestyle=':', linewidth=1.5, + label=f'5%: {np.percentile(years, 5):.1f}') + ax.axvline(np.percentile(years, 95), color='orange', linestyle=':', linewidth=1.5, + label=f'95%: {np.percentile(years, 95):.1f}') + + ax.set_xlabel('Completion Years', fontsize=11) + ax.set_ylabel('Frequency', fontsize=11) + ax.set_title(f"{scenarios[key]['name']}\nCompletion Time Distribution", fontsize=12) + ax.legend(fontsize=9) + ax.grid(True, alpha=0.3) + + plt.tight_layout() + plt.savefig(f'{save_dir}/completion_time_distribution.png', dpi=150, bbox_inches='tight') + print(f"完成年份分布图已保存") + + # ========== 图2: 能量消耗分布 ========== + fig2, axes2 = plt.subplots(1, 3, figsize=(15, 5)) + + for idx, (key, results) in enumerate(all_results.items()): + ax = axes2[idx] + energy = [r.total_energy_pj for r in results] + + ax.hist(energy, bins=30, color=colors[idx], alpha=0.7, edgecolor='black') + ax.axvline(np.mean(energy), color='red', linestyle='--', linewidth=2, + label=f'Mean: {np.mean(energy):.0f} PJ') + ax.axvline(np.percentile(energy, 5), color='orange', linestyle=':', linewidth=1.5, + label=f'5%: {np.percentile(energy, 5):.0f}') + ax.axvline(np.percentile(energy, 95), color='orange', linestyle=':', linewidth=1.5, + label=f'95%: {np.percentile(energy, 95):.0f}') + + ax.set_xlabel('Total Energy (PJ)', fontsize=11) + ax.set_ylabel('Frequency', fontsize=11) + ax.set_title(f"{scenarios[key]['name']}\nEnergy Distribution", fontsize=12) + ax.legend(fontsize=9) + ax.grid(True, alpha=0.3) + + plt.tight_layout() + plt.savefig(f'{save_dir}/energy_distribution.png', dpi=150, bbox_inches='tight') + print(f"能量分布图已保存") + + # ========== 图3: 箱线图对比 ========== + fig3, axes3 = plt.subplots(1, 2, figsize=(14, 6)) + + # 完成年份箱线图 + ax3a = axes3[0] + years_data = [[r.completion_years for r in results] for results in all_results.values()] + bp1 = ax3a.boxplot(years_data, labels=['A: Elevator\nOnly', 'B: Time\nPriority', 'C: Balanced'], + patch_artist=True) + for patch, color in zip(bp1['boxes'], colors): + patch.set_facecolor(color) + patch.set_alpha(0.7) + ax3a.set_ylabel('Completion Years', fontsize=12) + ax3a.set_title('Completion Time Comparison (Monte Carlo)', fontsize=13) + ax3a.grid(True, alpha=0.3) + + # 能量消耗箱线图 + ax3b = axes3[1] + energy_data = [[r.total_energy_pj for r in results] for results in all_results.values()] + bp2 = ax3b.boxplot(energy_data, labels=['A: Elevator\nOnly', 'B: Time\nPriority', 'C: Balanced'], + patch_artist=True) + for patch, color in zip(bp2['boxes'], colors): + patch.set_facecolor(color) + patch.set_alpha(0.7) + ax3b.set_ylabel('Total Energy (PJ)', fontsize=12) + ax3b.set_title('Energy Consumption Comparison (Monte Carlo)', fontsize=13) + ax3b.grid(True, alpha=0.3) + + plt.tight_layout() + plt.savefig(f'{save_dir}/boxplot_comparison.png', dpi=150, bbox_inches='tight') + print(f"箱线图对比已保存") + + # ========== 图4: 故障影响分析 ========== + fig4, axes4 = plt.subplots(2, 2, figsize=(14, 12)) + + # 火箭失败统计 + ax4a = axes4[0, 0] + for idx, (key, results) in enumerate(all_results.items()): + failures = [r.total_rocket_failures for r in results] + if max(failures) > 0: + ax4a.hist(failures, bins=20, color=colors[idx], alpha=0.5, + label=scenarios[key]['name'], edgecolor='black') + ax4a.set_xlabel('Total Rocket Failures', fontsize=11) + ax4a.set_ylabel('Frequency', fontsize=11) + ax4a.set_title('Rocket Launch Failures Distribution', fontsize=12) + ax4a.legend() + ax4a.grid(True, alpha=0.3) + + # 天气取消统计 + ax4b = axes4[0, 1] + for idx, (key, results) in enumerate(all_results.items()): + weather = [r.total_weather_cancellations for r in results] + if max(weather) > 0: + ax4b.hist(weather, bins=20, color=colors[idx], alpha=0.5, + label=scenarios[key]['name'], edgecolor='black') + ax4b.set_xlabel('Total Weather Cancellations', fontsize=11) + ax4b.set_ylabel('Frequency', fontsize=11) + ax4b.set_title('Weather Cancellation Distribution', fontsize=12) + ax4b.legend() + ax4b.grid(True, alpha=0.3) + + # 电梯停机时间统计 + ax4c = axes4[1, 0] + for idx, (key, results) in enumerate(all_results.items()): + downtime = [r.total_elevator_downtime_days for r in results] + if max(downtime) > 0: + ax4c.hist(downtime, bins=20, color=colors[idx], alpha=0.5, + label=scenarios[key]['name'], edgecolor='black') + ax4c.set_xlabel('Total Elevator Downtime (days)', fontsize=11) + ax4c.set_ylabel('Frequency', fontsize=11) + ax4c.set_title('Elevator Downtime Distribution', fontsize=12) + ax4c.legend() + ax4c.grid(True, alpha=0.3) + + # 缆索摆动能量惩罚 + ax4d = axes4[1, 1] + for idx, (key, results) in enumerate(all_results.items()): + sway = [r.total_sway_energy_penalty_pj for r in results] + if max(sway) > 0: + ax4d.hist(sway, bins=20, color=colors[idx], alpha=0.5, + label=scenarios[key]['name'], edgecolor='black') + ax4d.set_xlabel('Tether Sway Energy Penalty (PJ)', fontsize=11) + ax4d.set_ylabel('Frequency', fontsize=11) + ax4d.set_title('Tether Sway Energy Penalty Distribution', fontsize=12) + ax4d.legend() + ax4d.grid(True, alpha=0.3) + + plt.tight_layout() + plt.savefig(f'{save_dir}/failure_analysis.png', dpi=150, bbox_inches='tight') + print(f"故障分析图已保存") + + # ========== 图5: 敏感性分析 - 龙卷风图 ========== + fig5, ax5 = plt.subplots(figsize=(12, 8)) + + # 计算各因素对完成时间的影响（以方案C为例） + results_c = all_results['Scenario_C'] + + # 计算相关性 + years = np.array([r.completion_years for r in results_c]) + failures = np.array([r.total_rocket_failures for r in results_c]) + weather = np.array([r.total_weather_cancellations for r in results_c]) + downtime = np.array([r.total_elevator_downtime_days for r in results_c]) + sway = np.array([r.total_sway_energy_penalty_pj for r in results_c]) + + # 计算Spearman相关系数 + correlations = { + 'Rocket Failures': stats.spearmanr(failures, years)[0] if failures.std() > 0 else 0, + 'Weather Cancellations': stats.spearmanr(weather, years)[0] if weather.std() > 0 else 0, + 'Elevator Downtime': stats.spearmanr(downtime, years)[0] if downtime.std() > 0 else 0, + 'Tether Sway Penalty': stats.spearmanr(sway, years)[0] if sway.std() > 0 else 0, + } + + # 排序 + sorted_corr = sorted(correlations.items(), key=lambda x: abs(x[1]), reverse=True) + + labels = [x[0] for x in sorted_corr] + values = [x[1] for x in sorted_corr] + colors_bar = ['red' if v > 0 else 'blue' for v in values] + + y_pos = np.arange(len(labels)) + ax5.barh(y_pos, values, color=colors_bar, alpha=0.7) + ax5.set_yticks(y_pos) + ax5.set_yticklabels(labels) + ax5.set_xlabel('Spearman Correlation with Completion Time', fontsize=12) + ax5.set_title('Sensitivity Analysis: Factors Affecting Completion Time\n(Scenario C: Balanced)', fontsize=13) + ax5.axvline(x=0, color='black', linestyle='-', linewidth=0.5) + ax5.grid(True, alpha=0.3, axis='x') + + # 添加数值标签 + for i, v in enumerate(values): + ax5.text(v + 0.02 if v > 0 else v - 0.02, i, f'{v:.3f}', + va='center', ha='left' if v > 0 else 'right', fontsize=10) + + plt.tight_layout() + plt.savefig(f'{save_dir}/sensitivity_tornado.png', dpi=150, bbox_inches='tight') + print(f"敏感性龙卷风图已保存") + + # ========== 图6: 综合对比图 ========== + fig6, axes6 = plt.subplots(2, 2, figsize=(14, 12)) + + # 左上：完成时间 vs 能量散点图 + ax6a = axes6[0, 0] + for idx, (key, results) in enumerate(all_results.items()): + years = [r.completion_years for r in results] + energy = [r.total_energy_pj for r in results] + ax6a.scatter(years, energy, c=colors[idx], alpha=0.3, s=20, + label=scenarios[key]['name']) + # 添加均值点 + ax6a.scatter(np.mean(years), np.mean(energy), c=colors[idx], + s=200, marker='*', edgecolors='black', linewidth=2) + ax6a.set_xlabel('Completion Years', fontsize=11) + ax6a.set_ylabel('Total Energy (PJ)', fontsize=11) + ax6a.set_title('Years vs Energy Trade-off\n(Stars = Mean)', fontsize=12) + ax6a.legend() + ax6a.grid(True, alpha=0.3) + + # 右上：完成时间累积分布 + ax6b = axes6[0, 1] + for idx, (key, results) in enumerate(all_results.items()): + years = sorted([r.completion_years for r in results]) + cdf = np.arange(1, len(years) + 1) / len(years) + ax6b.plot(years, cdf, color=colors[idx], linewidth=2, label=scenarios[key]['name']) + ax6b.set_xlabel('Completion Years', fontsize=11) + ax6b.set_ylabel('Cumulative Probability', fontsize=11) + ax6b.set_title('Completion Time CDF', fontsize=12) + ax6b.legend() + ax6b.grid(True, alpha=0.3) + + # 左下：各方案统计摘要表格 + ax6c = axes6[1, 0] + ax6c.axis('off') + + summary_data = [] + for key, results in all_results.items(): + years = [r.completion_years for r in results] + energy = [r.total_energy_pj for r in results] + summary_data.append([ + scenarios[key]['name'][:20], + f"{np.mean(years):.1f}", + f"{np.std(years):.1f}", + f"[{np.percentile(years, 5):.0f}, {np.percentile(years, 95):.0f}]", + f"{np.mean(energy):.0f}", + f"{np.std(energy):.0f}", + ]) + + table = ax6c.table( + cellText=summary_data, + colLabels=['Scenario', 'Years\n(Mean)', 'Years\n(Std)', '90% CI', 'Energy\n(PJ Mean)', 'Energy\n(PJ Std)'], + loc='center', + cellLoc='center' + ) + table.auto_set_font_size(False) + table.set_fontsize(10) + table.scale(1.2, 2) + ax6c.set_title('Statistical Summary', fontsize=12, pad=20) + + # 右下：相对于理想情况的延迟分布 + ax6d = axes6[1, 1] + + # 计算相对延迟 + for idx, (key, results) in enumerate(all_results.items()): + target = scenarios[key]['target_years'] + delays = [(r.completion_years - target) / target * 100 for r in results] + ax6d.hist(delays, bins=25, color=colors[idx], alpha=0.5, + label=scenarios[key]['name'], edgecolor='black') + + ax6d.axvline(x=0, color='black', linestyle='--', linewidth=2, label='Target (0% delay)') + ax6d.set_xlabel('Delay Relative to Target (%)', fontsize=11) + ax6d.set_ylabel('Frequency', fontsize=11) + ax6d.set_title('Delay Distribution (Due to Failures)', fontsize=12) + ax6d.legend() + ax6d.grid(True, alpha=0.3) + + plt.tight_layout() + plt.savefig(f'{save_dir}/comprehensive_comparison.png', dpi=150, bbox_inches='tight') + print(f"综合对比图已保存") + + return fig1, fig2, fig3, fig4, fig5, fig6 + + +def generate_statistics_report( + all_results: Dict[str, List[SimulationResult]], + params: FailureParameters +) -> str: + """生成统计报告""" + + scenarios = define_scenarios() + + report = [] + report.append("=" * 80) + report.append("MONTE CARLO SIMULATION RESULTS - STATISTICAL SUMMARY") + report.append("=" * 80) + + report.append("\n## 故障参数设置") + report.append(f"- 火箭发射失败率: {params.rocket_failure_rate * 100:.1f}%") + report.append(f"- 电梯年故障次数: {params.elevator_failure_rate_per_year:.1f} 次/部/年") + report.append(f"- 电梯平均停机时间: {params.elevator_downtime_days_mean:.0f} ± {params.elevator_downtime_days_std:.0f} 天") + report.append(f"- 缆索摆动角度标准差: {params.tether_sway_std_deg:.2f}°") + report.append(f"- 天气取消率范围: {min(params.weather_cancel_rates.values())*100:.0f}% - {max(params.weather_cancel_rates.values())*100:.0f}%") + + for key, results in all_results.items(): + scenario = scenarios[key] + years = [r.completion_years for r in results] + energy = [r.total_energy_pj for r in results] + failures = [r.total_rocket_failures for r in results] + weather = [r.total_weather_cancellations for r in results] + downtime = [r.total_elevator_downtime_days for r in results] + sway = [r.total_sway_energy_penalty_pj for r in results] + + report.append(f"\n{'=' * 80}") + report.append(f"## {scenario['name_cn']}") + report.append(f" {scenario['description']}") + report.append(f"{'=' * 80}") + + report.append(f"\n### 完成时间统计") + report.append(f" 目标年限: {scenario['target_years']:.1f} 年") + report.append(f" 均值: {np.mean(years):.1f} 年") + report.append(f" 标准差: {np.std(years):.1f} 年") + report.append(f" 90% 置信区间: [{np.percentile(years, 5):.1f}, {np.percentile(years, 95):.1f}] 年") + report.append(f" 最短: {np.min(years):.1f} 年, 最长: {np.max(years):.1f} 年") + report.append(f" 相对目标延迟: {(np.mean(years) - scenario['target_years']) / scenario['target_years'] * 100:.1f}%") + + report.append(f"\n### 能量消耗统计") + report.append(f" 均值: {np.mean(energy):.0f} PJ") + report.append(f" 标准差: {np.std(energy):.0f} PJ") + report.append(f" 90% 置信区间: [{np.percentile(energy, 5):.0f}, {np.percentile(energy, 95):.0f}] PJ") + + if scenario['use_rockets']: + report.append(f"\n### 火箭故障统计") + report.append(f" 平均失败次数: {np.mean(failures):.1f}") + report.append(f" 平均天气取消: {np.mean(weather):.1f}") + + if scenario['use_elevator']: + report.append(f"\n### 电梯故障统计") + report.append(f" 平均总停机时间: {np.mean(downtime):.0f} 天 ({np.mean(downtime)/365:.1f} 年)") + report.append(f" 平均摆动能量惩罚: {np.mean(sway):.1f} PJ ({np.mean(sway)/np.mean(energy)*100:.2f}%)") + + # 方案对比 + report.append(f"\n{'=' * 80}") + report.append("## 三方案对比总结") + report.append(f"{'=' * 80}") + + report.append(f"\n{'方案':<25} {'完成年限':<15} {'总能耗(PJ)':<15} {'延迟率':<12}") + report.append("-" * 70) + + for key, results in all_results.items(): + scenario = scenarios[key] + years = [r.completion_years for r in results] + energy = [r.total_energy_pj for r in results] + delay = (np.mean(years) - scenario['target_years']) / scenario['target_years'] * 100 + + report.append(f"{scenario['name']:<25} {np.mean(years):.1f} ± {np.std(years):.1f} {np.mean(energy):.0f} ± {np.std(energy):.0f} {delay:+.1f}%") + + return "\n".join(report) + + +# ============== 主程序 ============== + +def run_full_simulation(n_simulations: int = 1000): + """运行完整的蒙特卡洛模拟""" + import sys + + print("=" * 80) + print("任务二：蒙特卡洛模拟 - 非完美运行条件分析") + print("=" * 80) + sys.stdout.flush() + + # 初始化参数 + params = FailureParameters() + simulator = MonteCarloSimulator(params) + scenarios = define_scenarios() + + print(f"\n模拟次数: {n_simulations}") + print(f"\n故障参数:") + print(f" - 火箭失败率: {params.rocket_failure_rate * 100:.1f}%") + print(f" - 电梯年故障次数: {params.elevator_failure_rate_per_year:.1f}") + print(f" - 缆索摆动标准差: {params.tether_sway_std_deg:.2f}°") + + # 运行三种方案的模拟 + all_results = {} + + for key, scenario in scenarios.items(): + print(f"\n{'='*60}") + print(f"正在模拟 {scenario['name_cn']}...") + print(f"目标年限: {scenario['target_years']:.1f} 年") + print(f"{'='*60}") + + results = simulator.run_monte_carlo( + scenario_name=scenario['name'], + target_years=scenario['target_years'], + use_elevator=scenario['use_elevator'], + use_rockets=scenario['use_rockets'], + n_simulations=n_simulations, + show_progress=True + ) + all_results[key] = results + + # 打印简要统计 + years = [r.completion_years for r in results] + energy = [r.total_energy_pj for r in results] + print(f"\n ✓ 完成年限: {np.mean(years):.1f} ± {np.std(years):.1f} 年") + print(f" ✓ 总能耗: {np.mean(energy):.0f} ± {np.std(energy):.0f} PJ") + + # 生成可视化 + print("\n正在生成可视化图表...") + plot_monte_carlo_results(all_results) + + # 生成统计报告 + print("\n正在生成统计报告...") + report = generate_statistics_report(all_results, params) + print(report) + + # 保存报告 + with open('/Volumes/Files/code/mm/20260130_b/p2/simulation_report.txt', 'w', encoding='utf-8') as f: + f.write(report) + print(f"\n统计报告已保存至: p2/simulation_report.txt") + + # 保存结果数据 + summary_data = [] + for key, results in all_results.items(): + scenario = scenarios[key] + for r in results: + summary_data.append({ + 'scenario': key, + 'scenario_name': scenario['name'], + 'target_years': scenario['target_years'], + 'completion_years': r.completion_years, + 'total_energy_pj': r.total_energy_pj, + 'elevator_payload': r.elevator_payload, + 'rocket_payload': r.rocket_payload, + 'rocket_failures': r.total_rocket_failures, + 'weather_cancellations': r.total_weather_cancellations, + 'elevator_downtime_days': r.total_elevator_downtime_days, + 'sway_energy_penalty_pj': r.total_sway_energy_penalty_pj + }) + + df = pd.DataFrame(summary_data) + df.to_csv('/Volumes/Files/code/mm/20260130_b/p2/simulation_results.csv', index=False) + print(f"模拟数据已保存至: p2/simulation_results.csv") + + return all_results, params + + +if __name__ == "__main__": + all_results, params = run_full_simulation(n_simulations=1000) diff --git a/p2/pareto_risk_constrained.csv b/p2/pareto_risk_constrained.csv deleted file mode 100644 index dab5179..0000000 --- a/p2/pareto_risk_constrained.csv +++ /dev/null @@ -1,26 +0,0 @@ -years,prob,feasible,energy_mean_mc,energy_p95_mc,energy_det,energy_increase_pct -100.0,0.0,False,25372.033041820563,28072.05031018136,, -104.16666666666667,0.0,False,26439.355755837205,29267.49987337852,31022.26249697984,-14.772961003694697 -108.33333333333333,0.0,False,27483.36708485973,30391.959579786162,30189.152484451704,-8.962773635283517 -112.5,0.013,False,28492.85598452039,31504.026755271323,29379.644770658626,-3.018378176661518 -116.66666666666667,0.143,False,29512.20025723855,32107.63269364828,28582.607044590433,3.252303791595712 -120.83333333333334,0.3665,False,30061.93408877843,32244.13361324691,27786.96843237234,8.187167527623163 -125.0,0.62,False,30232.899972248288,32028.916165945262,26992.42807071392,12.005114519690796 -129.16666666666666,0.7965,False,29963.15866612223,31757.888186627566,26199.501339607,14.365377713603799 -133.33333333333334,0.9045,False,29491.539020149194,31377.418568091212,25411.26664775879,16.056942099540205 -137.5,0.96,True,28891.787516111122,31002.05216178532,24625.76227157463,17.32342413400434 -141.66666666666669,0.9855,True,28164.80167362264,30258.555589863852,23848.166944890552,18.10048855623647 -145.83333333333334,0.997,True,27503.630490981155,29673.38830753458,23074.9546010554,19.192565994141518 -150.0,0.9995,True,26768.450765527432,28896.02128487065,22303.29589355392,20.020157080299626 -154.16666666666669,1.0,True,26085.083134632587,28333.974032687096,21534.119669496904,21.13373351213481 -158.33333333333334,1.0,True,25337.651561865478,27747.060197069248,20764.941930628607,22.021297466245528 -162.5,1.0,True,24707.204633635283,27089.174803016234,20006.62753947831,23.495099735732584 -166.66666666666669,1.0,True,23977.757529870985,26326.23453872308,19251.053019212643,24.552966042642275 -170.83333333333334,1.0,True,23303.60704756015,25881.10234387964,18495.478498946977,25.996237669043907 -175.0,1.0,True,22598.38386359338,25122.701828406385,17743.284740252642,27.36302321929376 -179.16666666666669,1.0,True,21896.20673965992,24418.38423442558,16991.898913478322,28.86262360171763 -183.33333333333334,1.0,True,21233.987221266052,23815.443439396382,16240.513086703999,30.747022017735247 -187.5,1.0,True,20572.244424940738,23225.842256536464,15720.0,30.866694815144633 -191.66666666666669,1.0,True,19919.524749093463,22723.356523238544,15720.0,26.714534027312098 -195.83333333333334,1.0,True,19270.13966362218,22133.939931797722,15720.0,22.58358564645153 -200.0,1.0,True,18532.850120978102,21359.98437171606,15720.0,17.89344860673092 diff --git a/p2/reliability_curve.png b/p2/reliability_curve.png deleted file mode 100644 index faf2d25..0000000 Binary files a/p2/reliability_curve.png and /dev/null differ diff --git a/p2/scenario_comparison.png b/p2/scenario_comparison.png deleted file mode 100644 index a5bd7cf..0000000 Binary files a/p2/scenario_comparison.png and /dev/null differ diff --git a/p2/sensitivity_analysis.png b/p2/sensitivity_analysis.png deleted file mode 100644 index 305380b..0000000 Binary files a/p2/sensitivity_analysis.png and /dev/null differ diff --git a/p2/sensitivity_results.csv b/p2/sensitivity_results.csv deleted file mode 100644 index 5fdc628..0000000 --- a/p2/sensitivity_results.csv +++ /dev/null @@ -1,15 +0,0 @@ -Parameter,Value,Completion Prob,Energy Mean (PJ),Energy P95 (PJ),vs Deterministic -Baseline,-,0.97,28596.01710309635,30564.886524529153,+17.5% -Rocket Success Rate,93%,0.9575,28878.902643863366,30891.28901266845,+18.6% -Rocket Success Rate,95%,0.968,28748.3018651089,30708.888318250705,+18.1% -Rocket Success Rate,97%,0.9795,28629.360858451142,30645.327480730295,+17.6% -Rocket Success Rate,99%,0.9775,28439.468083358966,30473.625164137902,+16.8% -Elevator Availability,80%,0.828,30918.56112676015,32842.19981586814,+27.0% -Elevator Availability,85%,0.9185,29821.688216162085,31744.193121079687,+22.5% -Elevator Availability,90%,0.965,28611.460729304432,30636.719213453933,+17.5% -Elevator Availability,95%,0.9945,27338.025136295357,29606.035821357837,+12.3% -Weather Factor,70%,0.863,28472.031748325277,30451.165280990353,+17.0% -Weather Factor,75%,0.9335,28568.68030314252,30606.620356883606,+17.4% -Weather Factor,80%,0.9775,28529.595755356648,30528.48416862068,+17.2% -Weather Factor,85%,0.9845,28615.163139569464,30780.73030967962,+17.5% -Weather Factor,90%,0.996,28641.794065098013,30715.86009554269,+17.7% diff --git a/p2/sensitivity_tornado.png b/p2/sensitivity_tornado.png new file mode 100644 index 0000000..0237849 Binary files /dev/null and b/p2/sensitivity_tornado.png differ diff --git a/p2/simulation_report.txt b/p2/simulation_report.txt new file mode 100644 index 0000000..4ac5188 --- /dev/null +++ b/p2/simulation_report.txt @@ -0,0 +1,94 @@ +================================================================================ +MONTE CARLO SIMULATION RESULTS - STATISTICAL SUMMARY +================================================================================ + +## 故障参数设置 +- 火箭发射失败率: 2.0% +- 电梯年故障次数: 2.0 次/部/年 +- 电梯平均停机时间: 14 ± 7 天 +- 缆索摆动角度标准差: 0.50° +- 天气取消率范围: 8% - 30% + +================================================================================ +## 方案A: 成本优先（纯电梯） + 仅使用太空电梯，能耗最低但耗时最长 +================================================================================ + +### 完成时间统计 + 目标年限: 186.2 年 + 均值: 202.3 年 + 标准差: 0.6 年 + 90% 置信区间: [201.0, 203.0] 年 + 最短: 201.0 年, 最长: 204.0 年 + 相对目标延迟: 8.6% + +### 能量消耗统计 + 均值: 15738 PJ + 标准差: 0 PJ + 90% 置信区间: [15738, 15738] PJ + +### 电梯故障统计 + 平均总停机时间: 17073 天 (46.8 年) + 平均摆动能量惩罚: 17.9 PJ (0.11%) + +================================================================================ +## 方案B: 时间优先（混合-全速） + 电梯+火箭全开，时间最短但能耗较高 +================================================================================ + +### 完成时间统计 + 目标年限: 105.7 年 + 均值: 120.7 年 + 标准差: 0.4 年 + 90% 置信区间: [120.0, 121.0] 年 + 最短: 120.0 年, 最长: 122.0 年 + 相对目标延迟: 14.2% + +### 能量消耗统计 + 均值: 30217 PJ + 标准差: 30 PJ + 90% 置信区间: [30150, 30245] PJ + +### 火箭故障统计 + 平均失败次数: 6589.7 + 平均天气取消: 62760.6 + +### 电梯故障统计 + 平均总停机时间: 10199 天 (27.9 年) + 平均摆动能量惩罚: 10.7 PJ (0.04%) + +================================================================================ +## 方案C: 综合平衡（膝点方案） + 电梯优先+低纬火箭补充，成本-时间平衡 +================================================================================ + +### 完成时间统计 + 目标年限: 139.0 年 + 均值: 155.3 年 + 标准差: 0.5 年 + 90% 置信区间: [155.0, 156.0] 年 + 最短: 154.0 年, 最长: 157.0 年 + 相对目标延迟: 11.7% + +### 能量消耗统计 + 均值: 24060 PJ + 标准差: 26 PJ + 90% 置信区间: [24026, 24098] PJ + +### 火箭故障统计 + 平均失败次数: 3788.4 + 平均天气取消: 36078.3 + +### 电梯故障统计 + 平均总停机时间: 13114 天 (35.9 年) + 平均摆动能量惩罚: 13.8 PJ (0.06%) + +================================================================================ +## 三方案对比总结 +================================================================================ + +方案 完成年限 总能耗(PJ) 延迟率 +---------------------------------------------------------------------- +Cost Priority (Elevator Only) 202.3 ± 0.6 15738 ± 0 +8.6% +Time Priority (Combined - Max Speed) 120.7 ± 0.4 30217 ± 30 +14.2% +Balanced (Combined - Knee Point) 155.3 ± 0.5 24060 ± 26 +11.7% \ No newline at end of file diff --git a/p2/simulation_results.csv b/p2/simulation_results.csv new file mode 100644 index 0000000..2c92b06 --- /dev/null +++ b/p2/simulation_results.csv @@ -0,0 +1,3001 @@ +scenario,scenario_name,target_years,completion_years,total_energy_pj,elevator_payload,rocket_payload,rocket_failures,weather_cancellations,elevator_downtime_days,sway_energy_penalty_pj +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.936808241924,99999999.99999991,0.0,0,0,17024.253919129707,17.93680824193067 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.947252505986,99999999.99999999,0.0,0,0,16887.57409119581,17.94725250598892 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.914973110575,100000000.00000003,0.0,0,0,17704.312742858598,17.914973110578664 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.867597443275,100000000.0,0.0,0,0,18334.583195022286,17.867597443274708 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.947767889387,100000000.00000006,0.0,0,0,17492.909067216497,17.94776788938496 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.998188596812,100000000.00000003,0.0,0,0,17541.15719104895,17.998188596814277 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.991304685578,99999999.9999999,0.0,0,0,16035.76332180324,17.99130468559721 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.961766814286,99999999.99999997,0.0,0,0,16113.130468876556,17.96176681428862 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.891722549652,100000000.00000006,0.0,0,0,16813.0662414536,17.891722549649003 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.86087710806,99999999.99999999,0.0,0,0,15899.023119285579,17.860877108057835 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.955173877486,100000000.00000001,0.0,0,0,17215.880672428637,17.95517387747682 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.88615526108,99999999.99999997,0.0,0,0,17431.60153516061,17.886155261079956 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.032863475639,99999999.99999994,0.0,0,0,17791.48904454226,18.03286347563972 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.867455889049,100000000.00000003,0.0,0,0,17642.741805194644,17.86745588904393 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.984484781484,99999999.99999993,0.0,0,0,17638.66965348245,17.98448478149145 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.97898433185,99999999.99999987,0.0,0,0,16641.14198093439,17.978984331848967 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.868827008915,100000000.00000004,0.0,0,0,16946.86308546606,17.86882700892004 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.928060839868,99999999.99999996,0.0,0,0,18372.641658620592,17.928060839870618 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.991709908441,99999999.99999997,0.0,0,0,17516.931240689075,17.991709908424443 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.926808748338,100000000.00000001,0.0,0,0,17185.031513114234,17.926808748336352 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.850032151662,100000000.0,0.0,0,0,16953.975291078852,17.850032151674682 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.020499475107,100000000.00000009,0.0,0,0,17466.863478916483,18.02049947509685 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.904995644249,100000000.00000003,0.0,0,0,16725.16217893333,17.904995644237832 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.875337641983,99999999.99999997,0.0,0,0,17271.10654600545,17.875337641984075 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.911265283856,100000000.00000004,0.0,0,0,16073.329736528314,17.9112652838489 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15738.042373554714,100000000.00000001,0.0,0,0,16165.584264245403,18.042373554710068 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.921391875208,100000000.00000009,0.0,0,0,17892.945670853096,17.921391875201486 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.919557802154,99999999.99999996,0.0,0,0,18269.407383950922,17.91955780216432 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.007426438506,100000000.0,0.0,0,0,16418.75041783576,18.007426438511782 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.950555072424,100000000.00000006,0.0,0,0,17082.078313201484,17.95055507242176 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.896897463726,99999999.99999988,0.0,0,0,16863.0312499175,17.896897463740363 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.977285701583,100000000.00000009,0.0,0,0,16672.440831403503,17.977285701562693 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.920712339997,100000000.00000001,0.0,0,0,17748.2132892951,17.92071233999568 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.971381342015,100000000.00000004,0.0,0,0,16067.11876551217,17.97138134202475 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.937154712508,100000000.00000004,0.0,0,0,16977.816666920487,17.93715471251405 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.916963211277,99999999.99999997,0.0,0,0,17107.772437160333,17.916963211275522 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.985399462394,100000000.00000006,0.0,0,0,17697.737346451504,17.985399462400363 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.984751552925,99999999.99999999,0.0,0,0,16850.37326051361,17.984751552922354 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.908218374394,99999999.99999999,0.0,0,0,15358.655915624857,17.90821837438793 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.90573706844,100000000.00000009,0.0,0,0,17739.819512409547,17.90573706844572 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.910857743182,99999999.99999999,0.0,0,0,15710.647906047765,17.910857743185804 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.943035272443,100000000.00000001,0.0,0,0,18088.77364624627,17.943035272436827 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.893125436573,100000000.00000001,0.0,0,0,17927.01547831199,17.893125436574973 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.987489925175,100000000.0,0.0,0,0,16810.333660921002,17.98748992518645 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.882447001643,100000000.0000001,0.0,0,0,16874.641079338,17.88244700163561 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.852156811301,99999999.99999991,0.0,0,0,17240.928490873637,17.85215681130646 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.011447694691,99999999.99999993,0.0,0,0,17016.355702006113,18.011447694684765 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.98226483483,99999999.99999996,0.0,0,0,16425.9122475322,17.982264834839615 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.85198912136,99999999.99999997,0.0,0,0,17198.823507881127,17.851989121367062 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.946378180886,100000000.00000007,0.0,0,0,17888.837689292362,17.946378180881464 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.896374030643,100000000.00000007,0.0,0,0,17549.813144913347,17.896374030649277 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.857790849204,99999999.99999999,0.0,0,0,16869.45870560408,17.857790849190053 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.911524609352,99999999.99999996,0.0,0,0,16453.758244108132,17.911524609348508 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.933919087402,100000000.0,0.0,0,0,16525.614390596802,17.93391908739849 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.862755897751,99999999.99999996,0.0,0,0,16435.32713416732,17.86275589775789 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.920394083581,100000000.00000006,0.0,0,0,18102.56869526833,17.920394083592576 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.972355158652,100000000.00000006,0.0,0,0,16673.82489153926,17.972355158645673 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.997357647075,100000000.00000001,0.0,0,0,17670.02103931761,17.99735764706393 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.974474944247,99999999.99999999,0.0,0,0,16901.32767890472,17.974474944250584 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.968368623608,99999999.99999997,0.0,0,0,16674.495211460322,17.968368623613014 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.97953212848,100000000.00000001,0.0,0,0,18160.375715497834,17.979532128476485 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.907868416109,99999999.99999996,0.0,0,0,17694.869489678815,17.907868416116717 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.87031463027,99999999.99999996,0.0,0,0,16912.14691695899,17.87031463027579 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.902165415,100000000.00000006,0.0,0,0,16678.99000607875,17.902165415006348 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,204,15737.934651338617,100000000.00000007,0.0,0,0,19052.554184879595,17.934651338624775 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.918369581686,100000000.00000009,0.0,0,0,16350.065270287358,17.918369581671644 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.005155457595,99999999.99999994,0.0,0,0,17382.97684637729,18.005155457602164 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.98465703471,100000000.00000006,0.0,0,0,17349.144217041976,17.98465703471671 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.978704679961,100000000.00000006,0.0,0,0,16542.936194546,17.978704679956884 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.927463169975,100000000.00000003,0.0,0,0,17470.817371873327,17.927463169954454 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.035863388592,100000000.00000013,0.0,0,0,17698.266837629966,18.035863388583724 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.823347271666,99999999.99999997,0.0,0,0,17137.67593773436,17.82334727166513 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.934354757732,100000000.00000004,0.0,0,0,16720.567304981734,17.934354757729665 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.96114809944,99999999.99999999,0.0,0,0,17667.549425147896,17.961148099450426 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.9342763113,100000000.00000004,0.0,0,0,17398.64022848089,17.934276311301 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.911561257028,100000000.00000007,0.0,0,0,16851.4169641033,17.9115612570152 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.001238566678,100000000.00000006,0.0,0,0,16840.25961837949,18.001238566679515 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.027786615123,99999999.99999999,0.0,0,0,16774.341742954217,18.027786615118323 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.011612420365,100000000.00000003,0.0,0,0,17928.694776429358,18.011612420374384 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.9043350341,100000000.00000001,0.0,0,0,15993.171566686788,17.904335034089954 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.942040063783,100000000.00000001,0.0,0,0,16639.159926140826,17.942040063767006 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.866277422829,100000000.0,0.0,0,0,16993.216934909233,17.866277422828254 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.93946120889,99999999.99999999,0.0,0,0,17449.86462598309,17.939461208896905 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.933426341904,99999999.99999987,0.0,0,0,17632.495118167833,17.933426341916586 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.913935738887,99999999.99999991,0.0,0,0,16778.051321318613,17.91393573890328 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.887324351092,99999999.99999996,0.0,0,0,17517.560045938626,17.887324351094385 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.848701116522,99999999.99999999,0.0,0,0,17276.185114194144,17.84870111651883 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.010287406163,100000000.00000006,0.0,0,0,18057.19461912963,18.01028740616698 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.887855870511,100000000.0,0.0,0,0,15857.384987702138,17.887855870508865 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.940595539609,99999999.99999996,0.0,0,0,18156.487618687177,17.940595539605987 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.936118947455,99999999.99999999,0.0,0,0,17067.13431192995,17.936118947464426 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.010553652211,100000000.00000012,0.0,0,0,17255.047461273458,18.010553652207133 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.962578907449,100000000.00000001,0.0,0,0,17018.836253236543,17.962578907440175 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.911157164797,100000000.00000004,0.0,0,0,16966.910940157155,17.911157164790954 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.931007452326,99999999.99999997,0.0,0,0,17024.948391079575,17.931007452326412 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.952423289034,99999999.99999999,0.0,0,0,17271.022792400443,17.95242328904089 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.8924481295,99999999.99999997,0.0,0,0,16867.25144202772,17.89244812949714 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.919074126463,100000000.00000004,0.0,0,0,16896.43706868396,17.9190741264528 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.8922084509,99999999.99999994,0.0,0,0,16548.58164512296,17.892208450924727 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.020689360106,99999999.99999997,0.0,0,0,16869.949843087677,18.02068936010502 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.881822831401,99999999.9999999,0.0,0,0,17612.0597021076,17.881822831411235 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.98970481938,100000000.00000001,0.0,0,0,16306.949340377892,17.98970481938554 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.884987577057,100000000.00000003,0.0,0,0,16562.395671199465,17.884987577074387 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.940268978013,100000000.00000001,0.0,0,0,16492.00515010167,17.940268978018615 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.912333343325,100000000.00000004,0.0,0,0,17639.834070375662,17.912333343324008 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.871749473234,99999999.99999999,0.0,0,0,17182.93979524817,17.871749473253736 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.908030770464,100000000.0,0.0,0,0,17165.279132919593,17.9080307704682 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.931501431729,100000000.0,0.0,0,0,17472.5200924188,17.931501431730478 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.045121990059,99999999.99999999,0.0,0,0,17438.705905939943,18.045121990066157 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.966409501145,99999999.99999997,0.0,0,0,17044.985985027957,17.966409501141992 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.935671847574,99999999.99999997,0.0,0,0,17871.941100930242,17.935671847572703 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.904612895345,100000000.0,0.0,0,0,16969.12226792608,17.90461289534686 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.882262657096,99999999.99999999,0.0,0,0,17540.095088831793,17.8822626571022 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.933174784575,100000000.00000001,0.0,0,0,17435.55453868599,17.933174784558965 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.016024951472,99999999.99999994,0.0,0,0,17220.461552727356,18.016024951459407 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.945123481571,100000000.00000004,0.0,0,0,16807.532970100103,17.94512348157585 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.962115477862,100000000.00000004,0.0,0,0,16929.980114698432,17.962115477850574 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.873472301339,100000000.00000009,0.0,0,0,18335.84987827878,17.87347230132595 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.931045346073,100000000.0,0.0,0,0,17830.08024943243,17.9310453460712 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.991634003043,100000000.0,0.0,0,0,16521.062112960673,17.991634003044283 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.903261660676,100000000.0,0.0,0,0,17366.87687595471,17.90326166066943 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.89278742297,99999999.99999996,0.0,0,0,16970.790192706678,17.89278742297202 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.97468958838,99999999.99999996,0.0,0,0,16176.563071261666,17.974689588379587 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.060882039646,99999999.99999996,0.0,0,0,17788.174066597494,18.060882039657603 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.892313425724,99999999.99999997,0.0,0,0,16728.84854058738,17.892313425723714 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.934351326307,100000000.00000006,0.0,0,0,17875.922217801224,17.934351326304437 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.969674759217,100000000.00000001,0.0,0,0,17022.857934272488,17.969674759218343 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.886017437644,100000000.00000006,0.0,0,0,17354.94407111943,17.88601743762871 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.893877298064,100000000.00000004,0.0,0,0,16360.376868035397,17.89387729805461 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.894307804623,99999999.99999993,0.0,0,0,16855.467294390128,17.8943078046288 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.922233068768,99999999.99999996,0.0,0,0,16971.72513581428,17.922233068780496 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.037036758507,99999999.99999996,0.0,0,0,17433.39732442243,18.03703675849961 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.899010662688,100000000.00000003,0.0,0,0,16998.079609241566,17.899010662678076 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.947101157042,100000000.00000004,0.0,0,0,17106.761042858197,17.947101157039032 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.931420650171,99999999.99999999,0.0,0,0,18059.700565898253,17.931420650162355 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.908352130415,99999999.99999991,0.0,0,0,16959.71445619394,17.908352130433112 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.89737532963,100000000.00000001,0.0,0,0,17494.15116459964,17.897375329642905 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.954497650662,99999999.99999997,0.0,0,0,17615.028903025825,17.95449765066082 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.971837488492,100000000.0,0.0,0,0,17416.454434247964,17.971837488486194 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.955259579723,100000000.00000007,0.0,0,0,17150.932945945013,17.95525957971819 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.914782189853,99999999.9999999,0.0,0,0,18003.68467376358,17.914782189871886 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.951890492897,100000000.00000003,0.0,0,0,16806.855667086023,17.95189049289515 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.923424018843,100000000.00000009,0.0,0,0,16842.550213717914,17.923424018848767 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.891341308246,100000000.00000001,0.0,0,0,16937.86802935209,17.891341308247814 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.947985615096,99999999.99999993,0.0,0,0,17262.197847855543,17.947985615103253 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.000178721843,100000000.00000001,0.0,0,0,17093.312764200975,18.00017872183974 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.897665892435,99999999.99999999,0.0,0,0,16946.16280953224,17.897665892434258 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.878878172216,99999999.99999999,0.0,0,0,16751.492318562185,17.87887817221582 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.908630096428,100000000.00000003,0.0,0,0,16930.838624756627,17.908630096418108 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.973592823828,100000000.0,0.0,0,0,17580.014456459714,17.973592823818056 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.993384141224,99999999.99999999,0.0,0,0,16889.956137908004,17.993384141220616 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.953280257665,100000000.00000004,0.0,0,0,17169.3501022439,17.95328025765938 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.030410462106,99999999.99999999,0.0,0,0,17589.217007762552,18.030410462100168 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.953166979061,100000000.0,0.0,0,0,16917.865074359044,17.95316697906137 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.945207697261,99999999.99999999,0.0,0,0,17169.550225057832,17.94520769727167 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.88628432496,99999999.99999997,0.0,0,0,16733.73562807903,17.886284324968855 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.88188759857,99999999.99999996,0.0,0,0,16713.623340801794,17.881887598573947 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.90278041098,100000000.0,0.0,0,0,16752.650278309222,17.902780410964468 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.864971980362,100000000.00000001,0.0,0,0,17583.03904822116,17.864971980376414 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.93534482682,100000000.0,0.0,0,0,17632.581706700348,17.935344826834815 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.961186864388,99999999.99999999,0.0,0,0,16066.198866541457,17.96118686439546 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.961289313787,100000000.00000007,0.0,0,0,17245.455790171047,17.961289313776224 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15738.031807126332,99999999.99999987,0.0,0,0,16030.18685992917,18.031807126336325 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.937632417645,100000000.00000006,0.0,0,0,16646.653925172755,17.937632417630507 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.938692570047,100000000.00000003,0.0,0,0,17003.001065708846,17.93869257002915 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.015504106226,100000000.00000016,0.0,0,0,16983.653562662985,18.015504106213687 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.982294890451,99999999.99999996,0.0,0,0,17707.0128244953,17.982294890450813 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.8247040088,100000000.00000001,0.0,0,0,17830.219817461253,17.824704008805135 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.99062545074,100000000.00000003,0.0,0,0,17607.126295230584,17.990625450735738 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.806969051773,100000000.0,0.0,0,0,16617.950700325095,17.80696905176777 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.952120866255,99999999.99999991,0.0,0,0,17115.49175830124,17.952120866257292 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.912927199064,99999999.99999999,0.0,0,0,16307.908597755402,17.912927199058938 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.939141557972,99999999.99999997,0.0,0,0,17507.64588926199,17.93914155797994 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.926176262636,99999999.99999999,0.0,0,0,17185.381114802418,17.926176262646273 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.900569637113,99999999.99999999,0.0,0,0,17170.715237556284,17.900569637122707 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.982446313159,99999999.99999999,0.0,0,0,17163.482978022777,17.982446313167106 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.02789629646,100000000.0,0.0,0,0,18060.401982065847,18.027896296469752 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.928960787522,100000000.00000001,0.0,0,0,16534.208979444702,17.92896078752769 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.934814386497,100000000.0,0.0,0,0,16441.366560960443,17.934814386494377 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.91237222257,100000000.00000007,0.0,0,0,17883.669563078438,17.91237222256763 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.958615744143,100000000.0,0.0,0,0,17683.8956308221,17.95861574412797 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.94852418721,100000000.0000001,0.0,0,0,17862.732413438323,17.948524187218677 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.955406134111,99999999.99999997,0.0,0,0,16463.57766925108,17.95540613410751 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.917226756066,99999999.99999999,0.0,0,0,16155.960347323333,17.917226756065233 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.926294403975,99999999.99999996,0.0,0,0,16876.97188463443,17.926294403955936 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.944218441966,100000000.00000006,0.0,0,0,16942.850251117805,17.94421844196861 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.932028924215,100000000.00000003,0.0,0,0,17238.14228313248,17.932028924219782 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.951414713223,100000000.0,0.0,0,0,17197.11409257333,17.9514147132331 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.982904840048,100000000.00000001,0.0,0,0,17042.631346914888,17.982904840040028 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.97209474549,100000000.0,0.0,0,0,17589.611362094467,17.972094745495536 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.88609804908,100000000.00000001,0.0,0,0,17782.07396080808,17.886098049078175 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.948389378656,100000000.0000001,0.0,0,0,16486.627978840294,17.948389378643444 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.064686610409,100000000.0,0.0,0,0,16647.830906485073,18.064686610404184 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.887580229411,100000000.00000003,0.0,0,0,18037.11212252224,17.887580229407924 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.9537486537,100000000.00000012,0.0,0,0,16767.0019003442,17.953748653684475 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.964313667404,100000000.00000001,0.0,0,0,16552.032655777537,17.964313667397953 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.983679477182,99999999.99999996,0.0,0,0,16631.944356794294,17.98367947718899 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.906761711949,99999999.99999997,0.0,0,0,16957.84037491127,17.90676171194126 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.966194999746,100000000.00000006,0.0,0,0,16541.994089334912,17.966194999738185 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.012356957737,99999999.99999996,0.0,0,0,17615.038766019567,18.01235695774283 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.882457655896,99999999.99999993,0.0,0,0,17217.658503987546,17.88245765590337 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.860425270886,100000000.0,0.0,0,0,16706.268509326557,17.860425270887383 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.930443726453,99999999.99999994,0.0,0,0,17392.792109819966,17.93044372646013 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.881422204675,99999999.99999996,0.0,0,0,17180.593338149007,17.881422204664936 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.790404304722,99999999.99999997,0.0,0,0,16813.165963764674,17.790404304724927 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.939924431987,100000000.00000004,0.0,0,0,17028.860597462557,17.939924431967995 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.933422575841,99999999.99999996,0.0,0,0,16669.777077518524,17.933422575844645 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,204,15737.996099795226,99999999.99999997,0.0,0,0,18531.3229362848,17.996099795232546 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.884785459279,100000000.00000001,0.0,0,0,16891.773303101407,17.88478545927352 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.877003301546,100000000.0,0.0,0,0,16863.01649680018,17.87700330154299 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.936490884555,100000000.00000001,0.0,0,0,17255.002478016046,17.936490884554566 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.917054193114,99999999.99999994,0.0,0,0,16867.103728088692,17.9170541931275 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.958906075663,100000000.0,0.0,0,0,16868.117951636486,17.958906075646343 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.925716136484,99999999.99999999,0.0,0,0,16415.648568662367,17.92571613649119 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.93378577411,99999999.99999996,0.0,0,0,16830.9996162293,17.933785774111225 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.030715544037,100000000.00000001,0.0,0,0,16378.908539064736,18.0307155440334 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.924497986369,99999999.99999996,0.0,0,0,17183.580452433744,17.924497986361967 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.95477077112,100000000.00000001,0.0,0,0,16305.007333503045,17.954770771115456 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.892963499053,100000000.00000001,0.0,0,0,17735.138870281437,17.89296349905659 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.112271114729,100000000.00000001,0.0,0,0,16359.202023514155,18.11227111472491 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.89747878148,100000000.0,0.0,0,0,17495.13122772976,17.897478781472863 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.939595574171,100000000.00000012,0.0,0,0,17209.518261961322,17.93959557414907 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.810480437498,100000000.00000006,0.0,0,0,17491.668375243356,17.810480437503703 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.860830827367,99999999.99999996,0.0,0,0,16527.975168692963,17.860830827375313 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.876472595239,100000000.00000003,0.0,0,0,16097.728351168125,17.876472595240205 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.927850633034,99999999.99999997,0.0,0,0,17159.439642325986,17.92785063303715 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.869095940508,100000000.00000001,0.0,0,0,18089.990081679472,17.86909594052531 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.998147329667,99999999.99999994,0.0,0,0,17047.04850140805,17.998147329685764 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.911570211378,99999999.99999997,0.0,0,0,17107.776652145632,17.91157021137487 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.98791282905,99999999.9999999,0.0,0,0,17734.67457542637,17.987912829066314 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.934760005171,99999999.99999994,0.0,0,0,16163.877892326838,17.934760005172482 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.927144871805,100000000.0000001,0.0,0,0,17366.506837205205,17.927144871795786 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.916982472952,100000000.00000001,0.0,0,0,17733.176116460127,17.916982472952974 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.922959591755,100000000.00000009,0.0,0,0,15959.188051190999,17.922959591748004 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.947631258876,99999999.99999997,0.0,0,0,16916.48212208763,17.94763125888727 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.884905334326,99999999.99999999,0.0,0,0,16587.360801253748,17.884905334323793 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.90067184067,99999999.99999996,0.0,0,0,16713.54966414506,17.900671840675848 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.874943794428,99999999.99999997,0.0,0,0,16988.811516614067,17.87494379442973 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.92513296523,100000000.0,0.0,0,0,16325.720818972968,17.925132965225384 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.86247092006,100000000.0,0.0,0,0,16729.05252964576,17.862470920062403 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.899610935976,99999999.99999997,0.0,0,0,17398.94185365805,17.89961093597876 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.933496641228,99999999.99999988,0.0,0,0,17434.810944940546,17.933496641232296 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.903199030055,99999999.99999991,0.0,0,0,17029.69981708037,17.903199030074187 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.953462506022,99999999.99999999,0.0,0,0,16551.34591247637,17.953462506015477 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.855681276274,100000000.00000012,0.0,0,0,16707.25575830769,17.855681276271447 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.923455365293,100000000.00000003,0.0,0,0,17621.10977930885,17.92345536529315 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.005308426138,99999999.99999997,0.0,0,0,18079.36904485856,18.00530842613376 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.86451985905,99999999.99999997,0.0,0,0,17433.808605373044,17.864519859038896 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.907912382243,99999999.99999994,0.0,0,0,16825.08613098588,17.9079123822502 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.890776869157,100000000.00000015,0.0,0,0,17474.915984693765,17.890776869142385 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.972022739892,100000000.00000001,0.0,0,0,17538.342913889388,17.97202273989752 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,204,15738.133097947673,99999999.99999993,0.0,0,0,18660.730038017387,18.13309794768332 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.97851403927,100000000.00000001,0.0,0,0,15621.284566379718,17.97851403926287 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.918134307502,100000000.0,0.0,0,0,17828.275710180384,17.918134307511615 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.000308048633,99999999.99999999,0.0,0,0,17693.637518448162,18.000308048642125 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.963448466357,99999999.99999996,0.0,0,0,16793.284868293733,17.963448466349405 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.946202623998,99999999.99999993,0.0,0,0,17431.197132727983,17.946202624004105 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.916299747007,100000000.00000007,0.0,0,0,17715.83775255618,17.916299746999883 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.866655058659,100000000.00000004,0.0,0,0,16764.19199473523,17.866655058655017 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.960663146587,100000000.0,0.0,0,0,16824.329561437717,17.9606631465986 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.967598736499,99999999.99999996,0.0,0,0,16869.416832102783,17.967598736495994 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.906336062073,100000000.00000001,0.0,0,0,17458.09752954709,17.906336062079706 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.007034611126,100000000.00000001,0.0,0,0,18019.237285113657,18.00703461112103 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.98064799657,99999999.99999996,0.0,0,0,16982.65930938019,17.98064799657376 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.933893195792,100000000.00000003,0.0,0,0,15800.926487411038,17.933893195786727 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.936051796021,100000000.00000004,0.0,0,0,16978.789089239624,17.936051796029492 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.956508608084,100000000.0,0.0,0,0,17414.401511831635,17.95650860808535 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.873977945645,100000000.0,0.0,0,0,17105.13461077353,17.873977945643755 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.969606667959,100000000.00000001,0.0,0,0,16563.208805698632,17.969606667963205 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.910895456595,100000000.00000003,0.0,0,0,16699.05943989389,17.91089545658279 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.915475844484,100000000.0,0.0,0,0,17750.334659019325,17.91547584449217 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.857376334518,99999999.99999997,0.0,0,0,17142.887046292104,17.857376334512175 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.84933274083,100000000.00000006,0.0,0,0,17860.49097325183,17.849332740847707 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.936602675538,100000000.00000003,0.0,0,0,17598.491556030458,17.93660267553527 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.922995504598,99999999.99999999,0.0,0,0,17128.269412687398,17.922995504593413 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.908783203617,99999999.99999997,0.0,0,0,17070.719119506517,17.908783203614988 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.957569384836,100000000.00000003,0.0,0,0,17466.10810075006,17.957569384835065 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.927456216406,100000000.0,0.0,0,0,18094.575978248933,17.927456216410636 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.926005696629,100000000.0,0.0,0,0,17150.939684826906,17.92600569662773 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.934674995991,99999999.99999988,0.0,0,0,16736.01485403569,17.934674995995493 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.990893354532,99999999.99999997,0.0,0,0,16595.281393753146,17.99089335452795 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.941913329903,99999999.99999996,0.0,0,0,17590.541278608747,17.941913329909102 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.854196194141,99999999.99999999,0.0,0,0,16738.202168484968,17.854196194141316 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.999516780988,100000000.0,0.0,0,0,17453.1612627023,17.999516780987896 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.905777185802,99999999.99999994,0.0,0,0,17055.408052701372,17.905777185807914 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.979167014959,100000000.0,0.0,0,0,15933.798197351838,17.97916701495623 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.892756043691,100000000.00000004,0.0,0,0,16456.853543057012,17.892756043690117 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.907521913523,100000000.0,0.0,0,0,16718.91002115548,17.907521913540812 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.037599194684,99999999.99999993,0.0,0,0,17251.062692444124,18.03759919468759 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.99346033511,99999999.99999999,0.0,0,0,17666.647789850223,17.99346033510585 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.028240100712,100000000.00000013,0.0,0,0,17623.665214711702,18.02824010070489 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.948558682827,99999999.99999997,0.0,0,0,16972.297375238846,17.9485586828391 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.03513862118,99999999.99999994,0.0,0,0,17530.1020100943,18.035138621201575 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15738.026627882195,100000000.00000003,0.0,0,0,15925.995030519367,18.026627882186613 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.915398432624,100000000.00000003,0.0,0,0,16909.455078315263,17.915398432614623 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.887444775897,99999999.99999999,0.0,0,0,17170.092935725363,17.887444775902097 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.972350274631,100000000.00000001,0.0,0,0,16398.677854916365,17.972350274613785 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.94460089482,99999999.99999994,0.0,0,0,16371.540729126906,17.944600894832565 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.81682634638,99999999.99999997,0.0,0,0,16775.28387549933,17.816826346391494 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.93544946006,99999999.99999993,0.0,0,0,16941.277426540135,17.93544946005396 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.956259804942,100000000.00000004,0.0,0,0,17741.17344697694,17.956259804932213 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.89763055118,100000000.00000001,0.0,0,0,18081.4469264431,17.89763055117833 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.972818204893,100000000.00000007,0.0,0,0,16662.555363963384,17.97281820489743 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.881179890675,100000000.00000007,0.0,0,0,17204.83229327453,17.88117989066169 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.01095332138,99999999.99999996,0.0,0,0,17097.142924162446,18.010953321398574 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.901126114277,99999999.99999997,0.0,0,0,17099.541137682092,17.901126114274643 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.026948707398,100000000.0,0.0,0,0,16915.839863727382,18.026948707396013 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.929165150308,100000000.00000006,0.0,0,0,17635.17675578924,17.92916515030216 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.96827040975,99999999.99999996,0.0,0,0,16001.667080316132,17.96827040974112 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.961176499104,100000000.00000006,0.0,0,0,17474.75688790263,17.96117649910172 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.999541100162,100000000.00000001,0.0,0,0,16324.750632299676,17.999541100156012 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.883568498408,99999999.99999996,0.0,0,0,16853.17493826413,17.88356849840936 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.914146254036,99999999.99999999,0.0,0,0,17502.958378202835,17.914146254021375 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.839535331486,100000000.00000001,0.0,0,0,17382.093218662016,17.839535331498386 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.877540082205,100000000.00000001,0.0,0,0,17454.75455322565,17.877540082194066 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.914654227818,100000000.0000001,0.0,0,0,16932.548966960458,17.914654227819508 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.906108973739,100000000.00000004,0.0,0,0,16897.8654509644,17.90610897373488 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.992487992235,99999999.99999999,0.0,0,0,17216.10727712304,17.992487992233045 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.93088676782,100000000.00000001,0.0,0,0,16956.174207222826,17.930886767815473 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.958596520024,100000000.00000003,0.0,0,0,17610.31561301495,17.958596520021285 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.962753383821,100000000.00000004,0.0,0,0,16978.299120776537,17.962753383809858 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.95561411009,100000000.00000003,0.0,0,0,17371.62325164031,17.95561411008657 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.838260313727,99999999.99999997,0.0,0,0,17818.265936891952,17.838260313733613 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.006266773968,100000000.00000003,0.0,0,0,17658.36387843691,18.006266773971458 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.931518195972,100000000.00000012,0.0,0,0,17016.78027646938,17.93151819596047 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.953459044726,99999999.99999994,0.0,0,0,16689.10634416288,17.953459044732707 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.90268238821,99999999.99999996,0.0,0,0,17062.2951743617,17.902682388211215 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.906929405981,99999999.99999999,0.0,0,0,16164.583861050654,17.906929405968146 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.934517966716,100000000.00000009,0.0,0,0,16463.97889612386,17.934517966710754 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.980092484295,100000000.00000004,0.0,0,0,17057.938181846057,17.98009248429062 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.916172621588,99999999.99999988,0.0,0,0,16670.59279642082,17.916172621614695 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.026231301707,99999999.99999999,0.0,0,0,16630.17281173111,18.026231301706353 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.93630749275,100000000.00000001,0.0,0,0,17423.35560764991,17.936307492737917 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.889660938567,100000000.00000004,0.0,0,0,17230.745631639384,17.88966093855859 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.918091701096,100000000.00000006,0.0,0,0,16817.160602491986,17.91809170109379 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.923289890412,99999999.99999999,0.0,0,0,16336.706809996624,17.92328989041065 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.906404529394,99999999.99999999,0.0,0,0,16586.619502292164,17.906404529397804 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.909115620014,99999999.99999994,0.0,0,0,15968.800028824367,17.909115620019982 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.890299653562,100000000.00000012,0.0,0,0,17829.452445582905,17.890299653555545 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.908595884552,100000000.0,0.0,0,0,16942.230884758374,17.90859588456662 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.965178738847,100000000.00000007,0.0,0,0,17100.151568897374,17.96517873885112 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.944344574684,99999999.99999997,0.0,0,0,17176.37379617289,17.94434457468162 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.06579607402,99999999.99999996,0.0,0,0,17127.674125518806,18.065796074014923 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.952051765667,99999999.99999996,0.0,0,0,16834.214083554132,17.9520517656833 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.905697371209,99999999.99999993,0.0,0,0,17464.730834390783,17.905697371214547 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.028616210193,100000000.00000007,0.0,0,0,18241.432341996995,18.028616210185543 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.962452121119,99999999.99999994,0.0,0,0,16034.664777862139,17.962452121140082 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.943584813398,99999999.99999991,0.0,0,0,17934.80497129282,17.943584813408513 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.91582940931,99999999.99999996,0.0,0,0,16042.88197065906,17.915829409325465 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.042883655027,99999999.99999996,0.0,0,0,17599.20724734485,18.042883655035048 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.959210656749,100000000.00000009,0.0,0,0,17466.455979134826,17.95921065674684 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.937967823467,100000000.00000006,0.0,0,0,17829.004734556085,17.93796782345878 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.987713142806,100000000.00000001,0.0,0,0,17130.006210382693,17.98771314281005 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.976752271421,100000000.00000001,0.0,0,0,16768.67460970729,17.976752271426555 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.925040005248,99999999.99999996,0.0,0,0,17120.150065920778,17.925040005253695 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.90768526212,100000000.00000001,0.0,0,0,17076.418153338178,17.90768526212102 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.95438856192,100000000.0,0.0,0,0,16868.387819886397,17.954388561919693 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.911230558204,100000000.0,0.0,0,0,16933.984371987324,17.911230558215877 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.930927959807,100000000.00000001,0.0,0,0,17153.457241509077,17.93092795981693 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.92619609156,100000000.00000006,0.0,0,0,16573.93721637671,17.926196091546917 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.957199609922,100000000.00000004,0.0,0,0,17207.555199587317,17.957199609910653 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.957054736442,100000000.00000001,0.0,0,0,17545.061004929037,17.957054736444903 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.061209142248,100000000.00000007,0.0,0,0,17365.981866620405,18.06120914224366 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.926354799634,99999999.99999994,0.0,0,0,17267.853664620812,17.92635479964073 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.946897046788,100000000.00000006,0.0,0,0,16130.33559905485,17.946897046784137 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.998257980555,100000000.00000004,0.0,0,0,17733.56902805071,17.998257980533015 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.910317065698,99999999.99999996,0.0,0,0,16671.497730971507,17.910317065702248 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.923415810681,99999999.99999999,0.0,0,0,18039.236259900976,17.923415810683025 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.017730993355,100000000.00000007,0.0,0,0,18019.095757382453,18.01773099334736 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.992693747365,99999999.99999994,0.0,0,0,16964.908190804057,17.99269374736955 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.847037473855,100000000.00000006,0.0,0,0,16696.903254367204,17.847037473833478 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.930431654097,99999999.99999999,0.0,0,0,15650.399378631437,17.930431654104055 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.005448515325,100000000.00000006,0.0,0,0,16487.99039228181,18.005448515318697 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.019865845987,99999999.99999997,0.0,0,0,17433.743232051092,18.019865845979492 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.004033982557,100000000.00000006,0.0,0,0,16549.74508856886,18.00403398255577 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.852079988748,100000000.0,0.0,0,0,17018.745892408173,17.852079988754856 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.963195394963,100000000.0000001,0.0,0,0,17255.86821482965,17.96319539494641 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.945833979866,100000000.0,0.0,0,0,17261.048799469325,17.945833979862996 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.852568313234,99999999.99999999,0.0,0,0,16963.262557895607,17.852568313235786 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.920813492421,100000000.0,0.0,0,0,18042.18085506705,17.920813492424486 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.978157751755,99999999.99999994,0.0,0,0,16025.089972519594,17.9781577517601 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.94832533224,100000000.00000004,0.0,0,0,17621.993045833373,17.94832533224248 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.011536038937,99999999.99999999,0.0,0,0,16892.945737227765,18.011536038945124 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.92406389442,100000000.00000003,0.0,0,0,15910.095995044048,17.924063894424005 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.951864231374,100000000.00000003,0.0,0,0,16713.136567257272,17.951864231350214 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.939584915015,100000000.0,0.0,0,0,15897.3932357848,17.939584915020767 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.002386860648,100000000.00000004,0.0,0,0,16814.135564780696,18.00238686064231 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.915969260843,100000000.0,0.0,0,0,16417.96198029706,17.915969260864674 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.956390608644,100000000.0,0.0,0,0,17655.820935563497,17.956390608645304 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.907927184808,100000000.00000003,0.0,0,0,16862.463590672938,17.90792718480259 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.977435635365,99999999.99999997,0.0,0,0,16524.36159048981,17.977435635366618 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.849715146924,99999999.99999999,0.0,0,0,16275.263560359343,17.849715146927515 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.970657575814,100000000.0,0.0,0,0,17489.829820792784,17.970657575814613 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.926925857102,99999999.99999996,0.0,0,0,16995.739572388407,17.92692585711077 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.955919431264,100000000.00000012,0.0,0,0,16715.402431992337,17.95591943125191 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.020349266577,99999999.99999996,0.0,0,0,17872.58180467368,18.02034926658441 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.943484639432,100000000.00000001,0.0,0,0,17773.181441852616,17.943484639437415 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.998452127154,100000000.00000001,0.0,0,0,16870.348303061997,17.998452127143754 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.890922191455,100000000.00000001,0.0,0,0,17479.775802201526,17.89092219146286 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.006921511304,100000000.00000003,0.0,0,0,17111.418880437566,18.006921511290695 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.960834209982,100000000.00000001,0.0,0,0,17054.79988212662,17.960834209963423 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.058382694944,99999999.99999996,0.0,0,0,16686.751088894795,18.05838269494286 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.846671273745,100000000.00000001,0.0,0,0,16737.385431392817,17.84667127375916 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.941025176404,100000000.00000006,0.0,0,0,17191.142154528512,17.94102517638403 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.019401137535,100000000.00000006,0.0,0,0,17115.941412467306,18.01940113752917 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.940962534938,99999999.99999999,0.0,0,0,16811.776165208386,17.940962534936457 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.873307815826,100000000.00000001,0.0,0,0,17192.698217358397,17.873307815819622 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.916103273905,99999999.99999997,0.0,0,0,16769.58594133757,17.916103273902987 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.936574055911,100000000.00000004,0.0,0,0,16971.05045563003,17.9365740559068 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.905314327998,100000000.00000004,0.0,0,0,16654.14400789983,17.905314327981824 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.939191980686,99999999.99999991,0.0,0,0,16897.16639035962,17.939191980699928 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.966656689085,99999999.99999994,0.0,0,0,17389.79086467336,17.96665668908632 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.92947902326,100000000.00000001,0.0,0,0,16898.15851750662,17.929479023258462 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.973629727918,99999999.99999996,0.0,0,0,16434.49356421702,17.973629727913018 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.970128153389,100000000.00000001,0.0,0,0,17470.586308818685,17.97012815338066 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.930162019056,100000000.00000003,0.0,0,0,16750.703089881747,17.930162019045135 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.087217171567,99999999.99999999,0.0,0,0,16731.60844874578,18.087217171575272 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.953988531515,100000000.00000001,0.0,0,0,16082.086440511875,17.953988531509818 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.03019008126,99999999.99999999,0.0,0,0,17654.65294817425,18.030190081271805 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.880549805768,100000000.0,0.0,0,0,16475.55322490741,17.880549805769355 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.931266793124,100000000.00000007,0.0,0,0,16948.268490216687,17.931266793114855 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.885295804615,100000000.00000006,0.0,0,0,16178.085457158699,17.88529580461604 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.967953395224,100000000.00000012,0.0,0,0,17197.266421420478,17.967953395208635 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.901241342512,100000000.0,0.0,0,0,16553.413181328822,17.90124134249644 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.009962203014,100000000.00000001,0.0,0,0,17139.326288431024,18.00996220300373 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.865009038993,99999999.99999991,0.0,0,0,17070.055449028998,17.86500903900698 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.969482924747,100000000.00000004,0.0,0,0,16662.343326481663,17.96948292474409 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.861910439322,100000000.00000001,0.0,0,0,17083.36809535635,17.86191043931006 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.986843941148,99999999.99999999,0.0,0,0,17343.225143201365,17.98684394116005 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.889450765415,99999999.99999987,0.0,0,0,16906.74324547154,17.8894507654332 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.996855393509,99999999.99999996,0.0,0,0,17152.9708201161,17.996855393509563 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.82260102469,99999999.9999999,0.0,0,0,16532.605728983694,17.822601024696485 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.960123578798,100000000.00000003,0.0,0,0,17386.643710091746,17.96012357879959 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.030002971353,99999999.99999994,0.0,0,0,17203.952943459128,18.03000297136898 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.99002357463,100000000.00000004,0.0,0,0,16089.479187873812,17.990023574631596 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.942640517102,99999999.99999994,0.0,0,0,16029.27935434942,17.94264051710769 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.89046929263,99999999.99999997,0.0,0,0,17250.38964105345,17.890469292636308 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.897579348239,99999999.99999996,0.0,0,0,16883.43886948922,17.897579348256187 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.942739898921,100000000.00000004,0.0,0,0,17476.780458512236,17.942739898923193 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.936319683222,99999999.99999996,0.0,0,0,16133.288672927583,17.936319683217558 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15738.024598378955,99999999.99999997,0.0,0,0,16049.200573891218,18.024598378954817 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.922062633443,100000000.00000004,0.0,0,0,17026.17330059136,17.922062633437257 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.87767071403,100000000.00000003,0.0,0,0,16627.734503657877,17.87767071403465 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.900714242802,100000000.00000001,0.0,0,0,16387.39244927605,17.900714242802373 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.973461793907,99999999.99999999,0.0,0,0,17562.55043724619,17.973461793895464 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.895383344665,99999999.99999996,0.0,0,0,17950.606787406137,17.895383344659557 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.969144096895,100000000.00000004,0.0,0,0,16575.392500162307,17.969144096897352 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.92605665536,99999999.99999991,0.0,0,0,17229.333879357695,17.926056655355207 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.857741605843,100000000.00000001,0.0,0,0,16660.257945059268,17.857741605845774 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,204,15737.956471259875,99999999.99999994,0.0,0,0,18535.15398364406,17.956471259879798 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.964720054728,100000000.0,0.0,0,0,16735.627466221853,17.964720054736247 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.95787261755,100000000.00000001,0.0,0,0,17618.88629228458,17.957872617534314 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.918342677012,99999999.99999997,0.0,0,0,17729.096335901642,17.918342677003707 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.968315777402,99999999.99999997,0.0,0,0,16885.653044739207,17.96831577740441 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.926808257731,100000000.00000003,0.0,0,0,17075.450730116885,17.92680825773177 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.943117476267,99999999.99999999,0.0,0,0,17667.907930838923,17.94311747626517 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.908616162365,100000000.00000001,0.0,0,0,16364.671873848582,17.90861616237223 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.90892833613,99999999.99999991,0.0,0,0,17707.08604061046,17.908928336140832 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.872189847527,99999999.99999999,0.0,0,0,17840.965749009174,17.872189847513862 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.885499455075,99999999.99999996,0.0,0,0,17414.06927956812,17.885499455063194 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.916444223572,99999999.99999993,0.0,0,0,15346.86302881245,17.916444223596333 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.926991338187,99999999.99999997,0.0,0,0,16560.18888979358,17.92699133819245 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.925122226285,99999999.99999997,0.0,0,0,17166.405309461963,17.925122226296903 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.949947560506,99999999.99999997,0.0,0,0,17018.654642644124,17.949947560511095 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.930946449464,99999999.99999997,0.0,0,0,17277.71107586914,17.930946449464063 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.863594143688,99999999.99999994,0.0,0,0,17938.030593409287,17.863594143691927 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.995429705945,100000000.00000007,0.0,0,0,16806.891720652413,17.99542970593072 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.917143767863,100000000.00000006,0.0,0,0,17687.74256686743,17.91714376785055 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.879360405299,99999999.99999994,0.0,0,0,16526.78052596024,17.879360405308837 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.008162897513,100000000.0,0.0,0,0,17161.494884186635,18.008162897521686 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.825187092161,99999999.99999994,0.0,0,0,17201.093626116854,17.82518709215024 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.949011724866,100000000.0,0.0,0,0,16714.722913230446,17.949011724871443 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.961830064247,99999999.99999991,0.0,0,0,17198.67520914521,17.96183006425627 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.94680304004,99999999.99999991,0.0,0,0,16575.806302598423,17.946803040056658 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.970305929728,99999999.99999997,0.0,0,0,16093.345710914082,17.97030592972737 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.95898344497,100000000.00000003,0.0,0,0,16875.012864046086,17.95898344497657 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.872279733794,100000000.00000001,0.0,0,0,17506.223466559495,17.87227973379507 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.006046250443,100000000.00000003,0.0,0,0,16884.512145308232,18.00604625044472 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.940068615751,100000000.00000006,0.0,0,0,17554.803571447675,17.940068615752416 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.908316237203,100000000.00000001,0.0,0,0,17937.402586080203,17.908316237204247 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.904607027425,100000000.00000006,0.0,0,0,17780.319920595415,17.904607027423687 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15738.043988480611,100000000.00000006,0.0,0,0,16083.558971197164,18.043988480604668 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.916589446117,100000000.00000007,0.0,0,0,16350.359932792688,17.916589446114973 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.889086036532,100000000.00000004,0.0,0,0,17710.128837751785,17.889086036518293 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.934875233228,100000000.00000004,0.0,0,0,18145.750126881514,17.934875233233004 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.950614140684,99999999.99999994,0.0,0,0,17247.32212203639,17.95061414069989 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.903690868194,100000000.00000004,0.0,0,0,17930.603299269693,17.903690868196065 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.984365941758,100000000.0000001,0.0,0,0,16058.63501623915,17.984365941755968 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.905306784935,99999999.99999997,0.0,0,0,16433.47008484327,17.90530678494324 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.831073658708,100000000.00000003,0.0,0,0,16935.836800045592,17.83107365871082 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.824905087786,100000000.00000001,0.0,0,0,16326.287084796251,17.82490508777964 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.986024450742,99999999.99999999,0.0,0,0,17115.01175288754,17.986024450746953 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.920352300593,99999999.99999999,0.0,0,0,17405.608734863137,17.920352300588434 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.916259754133,100000000.00000013,0.0,0,0,16965.88209419909,17.91625975411447 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.90583907565,99999999.99999997,0.0,0,0,17212.801347867233,17.905839075648416 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.925496671256,99999999.99999996,0.0,0,0,17254.578180201668,17.925496671252713 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.98197692015,99999999.99999997,0.0,0,0,17119.677572865538,17.981976920147986 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.946158318377,99999999.99999999,0.0,0,0,17932.123386194562,17.946158318369523 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.921339019842,99999999.99999997,0.0,0,0,17080.285509147092,17.921339019858863 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.807299669194,99999999.99999988,0.0,0,0,17273.213069322966,17.80729966920696 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.9634769466,99999999.99999997,0.0,0,0,18079.12453337274,17.963476946602377 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.928172242175,100000000.00000001,0.0,0,0,17708.7799949847,17.928172242170227 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.933797426587,99999999.99999997,0.0,0,0,17870.355402502697,17.933797426588153 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.848659907208,100000000.00000003,0.0,0,0,17528.08308152939,17.848659907194453 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.915426011527,99999999.99999999,0.0,0,0,17784.0079048048,17.91542601152762 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.793882451664,99999999.99999996,0.0,0,0,16272.016975840585,17.7938824516738 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.863884789256,100000000.00000004,0.0,0,0,17700.481446330858,17.86388478925245 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.88156888716,100000000.00000001,0.0,0,0,16865.52090556864,17.881568887158004 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.951780130797,100000000.00000006,0.0,0,0,17012.365663187826,17.951780130789192 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.024845768929,99999999.99999994,0.0,0,0,16663.16834392026,18.024845768936224 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.798948436237,99999999.99999988,0.0,0,0,16974.569955427945,17.798948436250093 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.940168342222,100000000.00000007,0.0,0,0,16909.20543304707,17.94016834220294 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.965034678478,99999999.99999999,0.0,0,0,15976.564118458466,17.965034678478926 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.914029147432,100000000.0,0.0,0,0,16815.39693408975,17.91402914743845 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.91848192044,100000000.0,0.0,0,0,16107.02950310844,17.91848192043186 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.970950034023,100000000.00000004,0.0,0,0,17807.132035584644,17.970950034013736 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.04517463852,99999999.99999999,0.0,0,0,16361.782737605721,18.04517463852712 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.883425702748,100000000.00000004,0.0,0,0,17456.8266978032,17.883425702750273 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.89957379219,99999999.99999996,0.0,0,0,18262.565605991575,17.89957379218674 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.954964163207,99999999.99999996,0.0,0,0,17449.91073638439,17.95496416320245 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.888885936136,100000000.0000001,0.0,0,0,17528.643995778726,17.888885936145197 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.947998680902,99999999.99999997,0.0,0,0,17219.854236776257,17.94799868089838 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.910403585229,100000000.00000004,0.0,0,0,17732.692774875377,17.91040358523048 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.992777754585,99999999.99999988,0.0,0,0,16784.318722492553,17.992777754602823 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.003543002058,100000000.00000001,0.0,0,0,17051.032380318156,18.00354300205411 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.88508794381,100000000.0,0.0,0,0,17182.46794515534,17.88508794380791 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.850037846994,100000000.00000007,0.0,0,0,15801.213003515208,17.850037846978644 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.903842289712,100000000.00000001,0.0,0,0,17314.510653485246,17.90384228970221 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.941470064525,99999999.99999997,0.0,0,0,18124.205946427446,17.941470064534194 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.947846898895,99999999.99999996,0.0,0,0,17911.825615809885,17.94784689890428 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.025428610712,99999999.99999997,0.0,0,0,16624.697842424248,18.025428610724923 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.92489435705,100000000.00000003,0.0,0,0,17935.35480420266,17.92489435704748 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.95436104828,100000000.00000001,0.0,0,0,16461.11428050333,17.954361048292682 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.822200167235,100000000.00000006,0.0,0,0,17918.400839950988,17.822200167236964 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.922980357864,100000000.00000003,0.0,0,0,16011.97499809661,17.922980357862176 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.982653678295,100000000.00000001,0.0,0,0,17536.391882539996,17.98265367829345 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.841851534838,99999999.99999996,0.0,0,0,17408.30424276871,17.84185153484325 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15738.041502837785,100000000.0,0.0,0,0,16162.613895105595,18.04150283777387 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.985973183497,100000000.00000001,0.0,0,0,17011.187733484043,17.98597318349996 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.955034289815,99999999.99999997,0.0,0,0,16330.414951471563,17.955034289828145 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.934080487983,99999999.99999994,0.0,0,0,17775.033509759814,17.93408048799053 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.892279753234,99999999.99999999,0.0,0,0,17450.008671517466,17.892279753250936 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.98856214301,99999999.99999996,0.0,0,0,16848.60860367172,17.98856214301207 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.870674802918,100000000.00000003,0.0,0,0,16753.25526142549,17.870674802908983 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.8936150784,100000000.00000004,0.0,0,0,17987.38934121418,17.893615078398216 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.942428943847,100000000.00000001,0.0,0,0,16364.479299350158,17.94242894385652 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.881303212154,99999999.99999996,0.0,0,0,17835.115350910488,17.881303212160347 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.048947332049,99999999.99999994,0.0,0,0,16780.268254372648,18.04894733204944 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.918633367924,99999999.99999997,0.0,0,0,15666.421990128089,17.91863336793359 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.901059271564,100000000.00000001,0.0,0,0,17670.38550934402,17.901059271554413 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.937280465081,100000000.00000004,0.0,0,0,17143.092050930427,17.93728046508325 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.973054130975,99999999.99999993,0.0,0,0,17082.342423731978,17.973054130980582 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.968494326404,99999999.99999996,0.0,0,0,17432.18292214371,17.96849432641438 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.982368867411,99999999.99999997,0.0,0,0,17100.24385717164,17.982368867408354 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.940323930141,100000000.00000004,0.0,0,0,17700.190704019144,17.940323930130592 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.912553773682,100000000.00000006,0.0,0,0,17176.890654412164,17.91255377366695 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.956860671742,100000000.00000001,0.0,0,0,17258.09169215373,17.956860671739538 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.869989065035,99999999.99999997,0.0,0,0,17573.12598322414,17.86998906502498 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.967446747634,100000000.00000007,0.0,0,0,17778.905085795683,17.96744674762224 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.87864389801,100000000.0,0.0,0,0,16981.11271660396,17.878643898016545 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.994129137178,99999999.99999994,0.0,0,0,17186.80852130476,17.99412913718376 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.96084153167,100000000.00000007,0.0,0,0,16872.807079303864,17.960841531664137 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.879250540622,100000000.00000004,0.0,0,0,17625.639601422896,17.879250540623907 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.916809837,99999999.99999997,0.0,0,0,17169.020343484262,17.916809836993853 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.899509524574,99999999.99999999,0.0,0,0,16907.12197103387,17.89950952457431 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.97545696287,99999999.99999993,0.0,0,0,17245.55233911901,17.975456962868822 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.8510689087,99999999.99999999,0.0,0,0,17651.8792003136,17.85106890870584 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.93456861236,100000000.00000003,0.0,0,0,17320.3458644958,17.934568612344638 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.98177427283,99999999.99999999,0.0,0,0,16419.74385278285,17.981774272831593 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.952543686311,100000000.00000001,0.0,0,0,16688.08320831106,17.952543686317036 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.94352693252,99999999.99999993,0.0,0,0,17148.395881192144,17.943526932526876 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.874661058337,100000000.0,0.0,0,0,16608.507738697663,17.874661058354615 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.930175042882,99999999.99999979,0.0,0,0,16161.936437558817,17.930175042885796 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.965399486508,100000000.00000004,0.0,0,0,17873.42370342378,17.96539948649304 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,204,15737.992077602928,99999999.99999999,0.0,0,0,18559.38338270189,17.992077602933108 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.90795043006,100000000.0,0.0,0,0,16621.75514465526,17.907950430061447 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.92977482104,99999999.99999997,0.0,0,0,16958.432689239497,17.929774821043434 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.98950284979,99999999.99999996,0.0,0,0,17141.433138711323,17.98950284980031 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.965712002773,100000000.0,0.0,0,0,17728.969432282014,17.96571200278115 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.933283612261,100000000.00000003,0.0,0,0,17230.264887600177,17.933283612242935 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.92776080078,99999999.99999994,0.0,0,0,17168.83510246748,17.927760800779655 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.893908716607,100000000.00000001,0.0,0,0,17739.679183808064,17.893908716614167 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.860833243212,99999999.99999999,0.0,0,0,17402.099838370483,17.860833243217584 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.96900331593,100000000.00000007,0.0,0,0,16667.810595523824,17.96900331592003 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.841318324176,99999999.99999993,0.0,0,0,17762.613713245,17.841318324185725 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.048869351738,99999999.99999993,0.0,0,0,17216.37512803366,18.04886935174025 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.873831685858,100000000.00000004,0.0,0,0,16453.4959457109,17.873831685871007 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.845426505472,100000000.00000004,0.0,0,0,16920.99493636242,17.845426505470122 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.873813470791,99999999.99999997,0.0,0,0,16629.549311635194,17.873813470804176 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.823899154591,100000000.00000009,0.0,0,0,17752.778754653413,17.82389915458466 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.929458846056,100000000.00000001,0.0,0,0,16569.412408458953,17.929458846051354 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.90816872715,99999999.99999991,0.0,0,0,16836.403303065894,17.908168727166895 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.860263354687,100000000.00000001,0.0,0,0,16840.591505928063,17.86026335467915 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.98867350227,99999999.99999997,0.0,0,0,16825.469658215206,17.988673502261125 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.89239126913,99999999.99999994,0.0,0,0,16821.302817447144,17.89239126913396 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.874595874675,99999999.99999997,0.0,0,0,17616.598429389098,17.874595874685838 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.97568656208,99999999.99999996,0.0,0,0,16743.880594167364,17.97568656208085 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.94050527418,99999999.99999997,0.0,0,0,17093.416076923553,17.94050527417157 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.872631248347,99999999.99999997,0.0,0,0,17026.16520708181,17.872631248333697 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.996411945183,99999999.99999999,0.0,0,0,16989.058750477743,17.99641194518492 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.992275696668,100000000.0,0.0,0,0,16990.84142565999,17.992275696662727 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.073214370406,99999999.99999997,0.0,0,0,16852.503044390214,18.073214370396077 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.924545343596,100000000.00000001,0.0,0,0,16783.814199451444,17.924545343596954 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.847809640123,99999999.99999997,0.0,0,0,17688.42099221983,17.847809640116246 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.943400448736,99999999.99999996,0.0,0,0,17140.997003078955,17.943400448740746 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.98489549005,99999999.99999999,0.0,0,0,17416.253392425435,17.984895490049016 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.956217781835,99999999.99999991,0.0,0,0,17806.971031192046,17.956217781850263 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.952657839727,100000000.00000004,0.0,0,0,16990.335193036004,17.952657839723614 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.858977644688,99999999.99999997,0.0,0,0,17061.599741637372,17.85897764469255 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.92200659792,100000000.0,0.0,0,0,18023.86503071912,17.922006597921726 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.932710475578,100000000.00000009,0.0,0,0,16809.53796069647,17.932710475569735 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.903125953575,99999999.99999999,0.0,0,0,16610.64337225087,17.903125953573944 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.95913887883,100000000.00000009,0.0,0,0,16919.41492499019,17.959138878814638 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.937879209378,100000000.00000004,0.0,0,0,16390.82422935834,17.937879209396293 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.893874380794,100000000.00000003,0.0,0,0,17086.460324167198,17.893874380789 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.022445141178,100000000.0,0.0,0,0,16746.126251483343,18.022445141165665 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.803736204503,100000000.0,0.0,0,0,16955.883111054838,17.80373620451121 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.952880997862,99999999.99999997,0.0,0,0,16836.67873799536,17.95288099786524 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.907680423066,99999999.99999991,0.0,0,0,17063.85564474415,17.907680423076044 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.941201186237,99999999.99999999,0.0,0,0,16691.3370351611,17.9412011862444 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.887746096447,99999999.99999991,0.0,0,0,16831.272627188486,17.88774609644839 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.897655013692,100000000.00000004,0.0,0,0,17265.373616739682,17.89765501368475 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.991617746586,99999999.99999999,0.0,0,0,15973.163783660611,17.991617746589434 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.896084672951,100000000.00000004,0.0,0,0,17156.685338194726,17.896084672958125 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.880163451628,99999999.99999996,0.0,0,0,16574.75029195025,17.88016345164873 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.876369607453,99999999.99999999,0.0,0,0,17369.895236072116,17.876369607457526 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.87557374356,100000000.00000007,0.0,0,0,17672.656909044807,17.875573743553275 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.856582520888,99999999.99999996,0.0,0,0,16839.337431276945,17.856582520899305 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.961063739107,100000000.00000004,0.0,0,0,16471.92445358343,17.961063739105626 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.924716949537,99999999.99999997,0.0,0,0,17206.569715492034,17.924716949530275 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.893553421836,100000000.0,0.0,0,0,16271.732498015848,17.89355342183248 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.866932569288,100000000.00000006,0.0,0,0,17204.736953772186,17.866932569283826 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.983347412015,100000000.0,0.0,0,0,16649.42481980966,17.983347412018716 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.917449821098,99999999.99999988,0.0,0,0,16925.39309270946,17.91744982110998 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.93730989996,100000000.00000003,0.0,0,0,16375.42738485327,17.93730989996654 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.85241689578,100000000.00000009,0.0,0,0,16807.566651711713,17.852416895763277 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.006981584927,100000000.0,0.0,0,0,16800.064627036703,18.006981584929907 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.874692203019,100000000.00000013,0.0,0,0,16338.865505649022,17.874692202995362 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.919749877192,99999999.99999993,0.0,0,0,17205.676611119616,17.919749877192746 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.895206319115,99999999.99999999,0.0,0,0,15841.295183314734,17.895206319110287 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.931771452584,99999999.99999996,0.0,0,0,18217.37159743285,17.931771452588695 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.001371309108,100000000.00000012,0.0,0,0,17151.65982058285,18.00137130911119 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.9045785026,99999999.99999988,0.0,0,0,17479.367318742803,17.904578502594255 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.922671599432,100000000.00000003,0.0,0,0,17478.71610843704,17.92267159943425 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.923448829088,100000000.00000003,0.0,0,0,17515.768291196608,17.923448829091306 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.958627044685,100000000.00000003,0.0,0,0,16987.760115680183,17.95862704469091 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.827311723106,99999999.99999997,0.0,0,0,17900.764089101685,17.8273117231212 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.951032525685,100000000.00000001,0.0,0,0,15651.204875835136,17.951032525696306 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.89088713574,99999999.9999999,0.0,0,0,16426.567122161334,17.890887135749576 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.951149535711,99999999.99999994,0.0,0,0,16847.711029972666,17.95114953572214 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.0125827408,100000000.00000003,0.0,0,0,16508.206487778134,18.01258274079502 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.889354028901,99999999.99999993,0.0,0,0,16562.955308899014,17.889354028906805 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.901817199521,100000000.00000007,0.0,0,0,17632.24870869268,17.90181719952028 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.10212407986,99999999.99999999,0.0,0,0,16487.89291612608,18.102124079857496 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.961439580115,99999999.99999999,0.0,0,0,16436.8296847436,17.961439580119695 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.863387956546,99999999.99999994,0.0,0,0,16547.630620689335,17.863387956552955 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.929967331369,99999999.99999996,0.0,0,0,17362.481809517798,17.929967331354575 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.971392283624,100000000.00000001,0.0,0,0,17801.364410037662,17.971392283635844 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.078599606553,100000000.00000009,0.0,0,0,17086.789241388793,18.078599606542223 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.860760879446,100000000.0,0.0,0,0,16945.28927468538,17.860760879439407 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.856628033325,99999999.99999994,0.0,0,0,16873.85959200868,17.856628033325407 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.955203370962,100000000.00000003,0.0,0,0,15856.354809517408,17.955203370952812 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.911513335262,100000000.00000001,0.0,0,0,16824.885811803688,17.911513335266235 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.019923193408,99999999.99999997,0.0,0,0,17060.806622284676,18.019923193426457 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.891017032509,99999999.99999993,0.0,0,0,17044.953361492524,17.89101703251911 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.983482157806,100000000.00000006,0.0,0,0,16880.98573586876,17.983482157796903 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.888670206605,99999999.99999987,0.0,0,0,17781.760899104727,17.888670206608236 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.858921775802,99999999.99999991,0.0,0,0,17078.58638241826,17.85892177581478 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.01694187624,100000000.0,0.0,0,0,16814.878801277828,18.016941876231268 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.90461882857,100000000.00000003,0.0,0,0,17535.40945892896,17.90461882858112 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.851838745893,99999999.9999999,0.0,0,0,16566.801157404596,17.851838745893023 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.942784872157,99999999.99999997,0.0,0,0,16859.287911278523,17.94278487215511 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.008439849104,100000000.0000001,0.0,0,0,16553.165029511423,18.008439849108733 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.890681696383,99999999.99999997,0.0,0,0,17395.343476910828,17.89068169639947 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.898049616215,99999999.99999996,0.0,0,0,17271.39796119368,17.898049616213555 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.902240204863,100000000.00000004,0.0,0,0,16568.360249109992,17.9022402048586 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.886698244896,100000000.00000004,0.0,0,0,17407.54338249376,17.88669824490083 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.992675930165,100000000.0,0.0,0,0,18024.34474654717,17.99267593017314 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.925072777043,100000000.00000001,0.0,0,0,17545.961151277526,17.925072777024553 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.952260437884,99999999.99999999,0.0,0,0,17219.968547593384,17.952260437861856 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.961182017583,99999999.99999996,0.0,0,0,17621.207180552203,17.961182017589845 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.885404940824,99999999.99999996,0.0,0,0,17690.786889766263,17.885404940826046 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.982958917386,100000000.00000007,0.0,0,0,16661.696931960643,17.982958917377267 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.970650754009,100000000.0,0.0,0,0,17267.96214241469,17.970650754011015 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.032127853468,100000000.00000003,0.0,0,0,17666.44307114583,18.03212785345568 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.87037446285,99999999.99999987,0.0,0,0,16756.51853016303,17.87037446284417 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.922222807116,100000000.00000004,0.0,0,0,18008.39352778247,17.92222280710859 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.002295799868,100000000.00000003,0.0,0,0,17462.794533388937,18.00229579988087 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.0174311837,99999999.99999997,0.0,0,0,16327.085162005482,18.017431183703852 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.859447537097,100000000.0,0.0,0,0,17213.855558836498,17.859447537088435 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.905479850342,99999999.99999999,0.0,0,0,16344.065919000586,17.905479850336533 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.880041263394,99999999.99999997,0.0,0,0,16561.750021765016,17.880041263388804 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.881802639535,100000000.00000003,0.0,0,0,17421.14945858161,17.881802639521776 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.98051664698,100000000.00000003,0.0,0,0,16956.476291754047,17.980516646971807 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.89576731283,100000000.0,0.0,0,0,17210.93205901042,17.895767312848047 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.996049095625,99999999.99999996,0.0,0,0,17006.12080148202,17.9960490956307 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.922176358976,99999999.99999996,0.0,0,0,17591.31403503597,17.92217635896663 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.938948386578,100000000.00000001,0.0,0,0,16142.711753151967,17.93894838658595 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.969541105062,99999999.99999996,0.0,0,0,17046.494867925765,17.969541105067613 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.942199112545,99999999.99999996,0.0,0,0,17017.859783332817,17.942199112550774 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.904488128053,99999999.99999999,0.0,0,0,16503.81518364056,17.90448812803898 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.98668890069,99999999.99999997,0.0,0,0,16366.44549045916,17.986688900690766 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.938583213732,100000000.00000003,0.0,0,0,17987.41736224886,17.938583213724975 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.946887990687,100000000.00000003,0.0,0,0,17218.445735707362,17.94688799068886 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.863613437872,99999999.99999999,0.0,0,0,18188.206248307873,17.86361343786936 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.844916657068,100000000.0,0.0,0,0,17659.075386808418,17.844916657079878 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.974174578669,100000000.00000001,0.0,0,0,16790.169587839242,17.97417457866194 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.922274760187,99999999.99999996,0.0,0,0,17062.295673359476,17.92227476019356 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.048928328411,100000000.00000012,0.0,0,0,17126.23949341975,18.048928328402955 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.035980116943,100000000.00000006,0.0,0,0,17068.409176876896,18.03598011693446 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.896830573623,99999999.99999997,0.0,0,0,17721.25982232888,17.896830573622722 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.906036753522,99999999.99999997,0.0,0,0,16887.687326862713,17.906036753518187 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.840837985606,99999999.99999999,0.0,0,0,16599.20803339815,17.840837985595595 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.916053595427,100000000.00000001,0.0,0,0,17092.358671459806,17.91605359542791 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.899863614968,100000000.00000001,0.0,0,0,16342.021262298822,17.89986361496932 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.947496930088,99999999.99999996,0.0,0,0,17567.391370496538,17.947496930102705 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.91644220512,100000000.00000006,0.0,0,0,18104.725120807743,17.916442205118074 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.939941210434,100000000.00000004,0.0,0,0,16855.828872964885,17.939941210434444 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.874794994897,100000000.0,0.0,0,0,16374.810442135271,17.87479499490472 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.922745358226,99999999.99999987,0.0,0,0,17260.42963278872,17.92274535822485 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.928454467856,99999999.99999996,0.0,0,0,17541.35933341016,17.928454467865745 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.933631166108,100000000.00000007,0.0,0,0,17762.719637312213,17.933631166092614 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.925733428305,99999999.99999996,0.0,0,0,17750.952563665327,17.92573342831158 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.04461492072,100000000.00000004,0.0,0,0,17433.541081791274,18.04461492071651 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.978571268139,99999999.99999997,0.0,0,0,17028.260702911783,17.978571268140623 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.0033525542,100000000.00000009,0.0,0,0,17832.436090248557,18.003352554196496 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.847748962788,99999999.99999994,0.0,0,0,17619.502110580477,17.84774896279823 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.876961973612,99999999.99999997,0.0,0,0,16941.663092667277,17.876961973618705 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.983048597385,99999999.99999991,0.0,0,0,17458.28236147606,17.983048597392663 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.960953683036,99999999.99999999,0.0,0,0,17148.922733410658,17.960953683032315 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.862733749138,100000000.0,0.0,0,0,16639.983243899627,17.86273374913308 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.983333787002,100000000.0,0.0,0,0,17082.915019536544,17.983333786994237 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.92778016974,100000000.00000001,0.0,0,0,17232.164357596444,17.927780169725384 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.913730243736,100000000.0,0.0,0,0,16528.32492347877,17.913730243724192 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.972742661228,100000000.00000004,0.0,0,0,16972.21773758734,17.972742661229812 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.868512591212,100000000.00000003,0.0,0,0,16665.400539729282,17.86851259120935 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.952880095432,100000000.00000003,0.0,0,0,16340.05053510852,17.952880095416027 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.020751969063,100000000.00000003,0.0,0,0,17613.972651809174,18.020751969062868 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.861304150898,99999999.99999997,0.0,0,0,16920.785417780444,17.86130415090613 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.995995426547,100000000.00000007,0.0,0,0,16503.07937855345,17.995995426539395 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.928979535589,100000000.00000001,0.0,0,0,16487.422419714898,17.928979535573966 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.88750172446,99999999.99999999,0.0,0,0,16023.596896515663,17.887501724467356 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.97764485573,100000000.00000009,0.0,0,0,17931.30635276377,17.97764485572265 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.972919009972,99999999.99999994,0.0,0,0,18096.92354169608,17.972919009985233 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.912886000431,100000000.0,0.0,0,0,17090.617733782423,17.912886000437773 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.957834881448,99999999.99999999,0.0,0,0,16510.752583490063,17.95783488144995 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.031469383279,100000000.00000001,0.0,0,0,16663.598997613113,18.031469383258397 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.941504793944,99999999.99999996,0.0,0,0,17236.323277823354,17.941504793948972 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.966510451086,100000000.00000012,0.0,0,0,17035.691056592997,17.96651045108974 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.824135938921,100000000.00000004,0.0,0,0,16982.859350067036,17.824135938915244 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.918814288761,99999999.99999997,0.0,0,0,16786.417932644512,17.918814288756455 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.927758423115,100000000.00000003,0.0,0,0,17604.408302114978,17.927758423103274 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.88406455465,99999999.99999999,0.0,0,0,18248.241065387636,17.884064554638282 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.876384165069,100000000.00000004,0.0,0,0,16812.787468488434,17.87638416507352 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.932364341235,100000000.00000006,0.0,0,0,16838.38834004866,17.932364341230617 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.940968919007,100000000.00000003,0.0,0,0,17716.788908272185,17.940968919016523 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.957255742074,100000000.00000003,0.0,0,0,16899.93589493674,17.95725574206539 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.984122522843,100000000.00000004,0.0,0,0,17713.543193769783,17.984122522847205 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.975870241313,99999999.99999987,0.0,0,0,17841.322491795418,17.975870241305994 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.895755675752,99999999.99999996,0.0,0,0,17540.383267609337,17.895755675756842 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.951614359485,100000000.00000012,0.0,0,0,18153.167980510796,17.95161435947599 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.950239586937,99999999.99999996,0.0,0,0,17388.069415917376,17.950239586943557 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.956986253537,100000000.0,0.0,0,0,15638.667202680012,17.956986253541867 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.877522826926,100000000.0,0.0,0,0,17140.6317247505,17.877522826926324 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.988506950918,99999999.99999996,0.0,0,0,16103.87802631316,17.988506950923625 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.96933421858,100000000.00000006,0.0,0,0,17723.883679797862,17.9693342185733 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.829468968315,99999999.99999999,0.0,0,0,16374.9934606444,17.82946896831178 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.95490193244,100000000.0,0.0,0,0,17626.015434949328,17.95490193244027 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.940701158906,100000000.0,0.0,0,0,17356.794425939253,17.940701158902208 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.873236798345,100000000.00000003,0.0,0,0,17221.061075062855,17.873236798340226 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.928001349512,100000000.00000001,0.0,0,0,17037.504151354613,17.92800134949416 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.916074503071,100000000.00000009,0.0,0,0,16028.292281209862,17.916074503062934 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15738.008248306862,99999999.99999997,0.0,0,0,16038.92772906697,18.008248306851627 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.950230942552,100000000.00000012,0.0,0,0,17715.355882616175,17.950230942551517 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.04198451851,100000000.00000001,0.0,0,0,17001.537591334763,18.041984518514564 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.878669405534,99999999.99999999,0.0,0,0,16019.320489599071,17.87866940553592 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.005410972397,100000000.00000003,0.0,0,0,17648.29744906505,18.005410972412033 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.880518092597,99999999.99999997,0.0,0,0,17545.85856730212,17.880518092596898 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.885815213473,100000000.00000004,0.0,0,0,17559.74680097981,17.885815213466053 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.982390140252,100000000.00000003,0.0,0,0,16586.358660022135,17.982390140251304 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.902217357361,100000000.00000004,0.0,0,0,17068.42856557655,17.902217357357223 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.896780967283,100000000.0,0.0,0,0,16563.938176808446,17.896780967273894 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.894452810646,100000000.0,0.0,0,0,17508.490906548315,17.894452810652982 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.012089205204,100000000.0,0.0,0,0,17210.36935275941,18.012089205199192 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.92778188126,100000000.00000003,0.0,0,0,16700.849984543205,17.927781881248077 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.911181441981,99999999.99999997,0.0,0,0,16620.570716372662,17.911181441997563 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.98573070861,100000000.0,0.0,0,0,17220.31552452561,17.985730708604482 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.962136431623,100000000.0,0.0,0,0,16711.31986283833,17.962136431619562 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.89206994826,99999999.99999999,0.0,0,0,17537.028141398798,17.89206994826335 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.824746788463,100000000.00000003,0.0,0,0,16832.282003496428,17.824746788462868 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.950645563698,99999999.99999997,0.0,0,0,17018.14349890552,17.950645563699595 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.91785446743,100000000.00000001,0.0,0,0,16326.328892015481,17.91785446742084 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.896844537205,100000000.00000003,0.0,0,0,16782.99982131135,17.89684453720023 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.981953852524,100000000.00000004,0.0,0,0,17031.955474101975,17.981953852517837 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.951112284045,100000000.00000003,0.0,0,0,16510.043873068116,17.951112284046577 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.93847324815,99999999.99999999,0.0,0,0,16083.851028109071,17.938473248151517 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.945596260526,99999999.99999993,0.0,0,0,16556.726313774456,17.945596260538142 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.00288673088,99999999.99999999,0.0,0,0,16366.473980662264,18.00288673087374 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.966034114548,99999999.99999994,0.0,0,0,16459.520105087347,17.966034114544172 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.923386112689,100000000.00000006,0.0,0,0,17694.273818232763,17.923386112685936 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.953778994766,100000000.00000001,0.0,0,0,16044.78591424659,17.95377899476965 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.951484859797,99999999.99999999,0.0,0,0,18004.69159634585,17.951484859803976 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.872841975113,99999999.99999994,0.0,0,0,18046.37490577937,17.872841975113374 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,204,15737.939679803023,99999999.99999999,0.0,0,0,18631.472541719253,17.939679803029566 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.966454284784,100000000.00000001,0.0,0,0,17107.899097020396,17.966454284794285 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,204,15737.909989271382,99999999.99999997,0.0,0,0,19271.383418605157,17.90998927137413 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.910602311858,99999999.99999994,0.0,0,0,16973.415699066532,17.91060231185623 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.99953829023,99999999.99999999,0.0,0,0,15611.876534857782,17.99953829023216 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.904885498261,100000000.00000004,0.0,0,0,16379.974680690408,17.90488549825077 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.905563857921,100000000.00000001,0.0,0,0,16855.832690388143,17.905563857907296 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.864454761313,100000000.00000003,0.0,0,0,17358.61738188848,17.864454761294752 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.944738936789,100000000.00000001,0.0,0,0,17279.2994921219,17.944738936784898 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.957958929328,99999999.99999997,0.0,0,0,17683.316063068964,17.95795892932915 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.897790141918,99999999.99999999,0.0,0,0,16459.39226236378,17.897790141914065 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.963122519657,99999999.99999993,0.0,0,0,16668.779129449365,17.963122519661614 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.89968153657,100000000.00000007,0.0,0,0,17009.424613248237,17.899681536564785 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.995438784183,99999999.99999999,0.0,0,0,16352.46045160086,17.99543878418411 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.00451329416,99999999.99999991,0.0,0,0,17189.78812968963,18.00451329415415 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.902561791381,99999999.99999996,0.0,0,0,16097.095030752651,17.902561791375348 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.853704789033,100000000.00000003,0.0,0,0,17270.389035167314,17.853704789028775 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.953507627242,99999999.99999993,0.0,0,0,16495.416260000005,17.95350762725835 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.010565590654,100000000.00000004,0.0,0,0,17063.37372498431,18.010565590648067 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.917079355788,100000000.0,0.0,0,0,16361.384949684112,17.91707935578598 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.975759763567,100000000.00000004,0.0,0,0,16916.430937574052,17.975759763575113 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.912553938828,100000000.00000003,0.0,0,0,16620.8026369225,17.912553938830236 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.908270674605,100000000.00000001,0.0,0,0,16940.18384629169,17.90827067461731 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.90497239462,100000000.00000006,0.0,0,0,17508.445795361215,17.904972394608695 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.904053524984,100000000.00000003,0.0,0,0,17704.73852359841,17.90405352498485 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.946050509352,99999999.99999999,0.0,0,0,15855.97330908218,17.946050509359882 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.834192963537,100000000.0,0.0,0,0,17812.385350630942,17.834192963533223 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.972474380642,100000000.00000001,0.0,0,0,17827.707879597503,17.972474380629304 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.948778484315,99999999.99999993,0.0,0,0,17143.93722804073,17.948778484319803 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.9836686806,100000000.00000004,0.0,0,0,17268.939019058143,17.983668680587073 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.877813205938,100000000.00000004,0.0,0,0,17641.812664480352,17.877813205923854 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.014002916496,99999999.99999991,0.0,0,0,16897.682403391427,18.01400291648663 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.875560314069,100000000.0,0.0,0,0,17171.492976539845,17.8755603140761 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.920141911143,100000000.00000001,0.0,0,0,17619.12289561819,17.920141911134856 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.888042064977,100000000.00000003,0.0,0,0,16614.521875331342,17.88804206497077 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.992369276932,100000000.0,0.0,0,0,17597.975402552922,17.992369276934696 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.85958277525,99999999.99999999,0.0,0,0,16911.295852512878,17.85958277525284 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.954753573747,99999999.99999999,0.0,0,0,17032.482297018236,17.954753573748537 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.00745683337,100000000.00000001,0.0,0,0,16522.428520342353,18.007456833354514 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.8592503529,100000000.00000006,0.0,0,0,16707.985603476172,17.859250352884352 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.983535732688,100000000.0000001,0.0,0,0,17063.912081941926,17.983535732671236 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.917647728817,100000000.00000001,0.0,0,0,17394.131678738577,17.917647728812323 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.940646538656,100000000.00000003,0.0,0,0,17507.45682132045,17.940646538659287 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.949578686046,99999999.99999997,0.0,0,0,17622.39212224168,17.94957868605662 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.936997292962,100000000.00000001,0.0,0,0,16918.38061932965,17.9369972929604 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15738.00479327666,100000000.00000001,0.0,0,0,15883.535907563892,18.00479327665827 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.080181801275,100000000.00000001,0.0,0,0,17101.98183557656,18.080181801283075 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.9408799552,99999999.99999993,0.0,0,0,17526.133464272814,17.940879955199225 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.931300093922,99999999.99999996,0.0,0,0,17060.154542857847,17.931300093921912 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.914377807885,100000000.00000012,0.0,0,0,17534.040498522372,17.91437780787233 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.991416974444,100000000.00000003,0.0,0,0,16597.81387089928,17.99141697444671 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.898131562371,100000000.00000003,0.0,0,0,16588.549389694097,17.898131562364313 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.96447023312,99999999.99999997,0.0,0,0,17414.661638917965,17.964470233119037 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,204,15737.896686870616,100000000.0,0.0,0,0,18686.209624754734,17.896686870623753 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.946632447345,100000000.00000003,0.0,0,0,17359.960768258068,17.94663244733472 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.941865852905,100000000.00000009,0.0,0,0,17032.171345126448,17.941865852895926 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.893856432802,99999999.99999997,0.0,0,0,16491.356883132325,17.893856432806388 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.888725337252,99999999.99999997,0.0,0,0,16296.818054798565,17.888725337248015 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.94971643585,100000000.00000001,0.0,0,0,17993.194872242264,17.949716435840585 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.914719133234,100000000.0,0.0,0,0,16680.650849722246,17.914719133240112 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.929139541922,99999999.99999996,0.0,0,0,17523.52596294157,17.929139541922464 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.852848580795,100000000.0,0.0,0,0,17765.01236129063,17.852848580787807 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.999823007578,100000000.00000004,0.0,0,0,17149.742684548994,17.999823007565066 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.930686342526,99999999.99999997,0.0,0,0,16407.7324821663,17.930686342540817 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.922675479178,100000000.00000003,0.0,0,0,17176.365121745876,17.92267547918678 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.952076360516,100000000.00000001,0.0,0,0,17124.423552560165,17.952076360509594 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.92578514466,100000000.00000001,0.0,0,0,17635.954782253873,17.925785144661457 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.853095989754,99999999.99999994,0.0,0,0,17210.055285955936,17.85309598975629 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.970153839875,100000000.00000001,0.0,0,0,16075.31979961274,17.9701538398694 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.91048950706,100000000.00000003,0.0,0,0,17484.0063110729,17.91048950705796 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.056297551702,100000000.00000001,0.0,0,0,16298.123301991476,18.056297551698776 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.855084434448,99999999.99999999,0.0,0,0,16961.826195931768,17.855084434456668 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.939493162508,99999999.99999999,0.0,0,0,17173.844562797985,17.939493162510416 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.026067071285,99999999.99999996,0.0,0,0,16913.028738883055,18.02606707127647 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.93910032463,99999999.99999997,0.0,0,0,17174.671977888025,17.939100324630605 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.883097174337,99999999.99999997,0.0,0,0,16734.937708799065,17.883097174339625 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.920711723338,99999999.99999999,0.0,0,0,17116.02280756794,17.920711723337273 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.913176414133,100000000.00000001,0.0,0,0,16924.32938171913,17.913176414131822 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.00658067496,100000000.00000001,0.0,0,0,16689.042193821904,18.006580674967537 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.968642429836,100000000.0,0.0,0,0,17155.74992933218,17.96864242983095 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.926150961683,99999999.99999991,0.0,0,0,17274.68081795627,17.926150961685593 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.048022303356,100000000.00000004,0.0,0,0,16639.860383718522,18.0480223033686 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.0065786194,100000000.00000004,0.0,0,0,16906.670711656767,18.006578619397683 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.001347934114,99999999.99999993,0.0,0,0,17407.91917359675,18.001347934111653 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.937604955618,99999999.99999994,0.0,0,0,16688.59329184141,17.93760495560858 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.930681377798,100000000.00000001,0.0,0,0,17594.410441924276,17.93068137779445 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.886533852701,100000000.0000001,0.0,0,0,18224.392803115166,17.886533852713473 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.858236768565,100000000.0000001,0.0,0,0,16374.313834787148,17.858236768545755 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.94878086064,100000000.00000007,0.0,0,0,17057.39492115715,17.94878086063689 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.944271387802,99999999.99999996,0.0,0,0,16561.37300104141,17.94427138779988 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.927931871152,99999999.99999994,0.0,0,0,17364.997717340528,17.92793187115873 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.930267810834,99999999.99999994,0.0,0,0,16936.257092903958,17.930267810842157 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.82947532282,100000000.00000001,0.0,0,0,16155.71406010658,17.829475322816354 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.931838580836,100000000.0000001,0.0,0,0,16727.30845569239,17.93183858083771 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.84583815932,99999999.99999994,0.0,0,0,17482.913694481562,17.84583815931642 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.867098346045,100000000.00000001,0.0,0,0,16876.857866832393,17.867098346052693 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.955939019554,100000000.00000007,0.0,0,0,16744.654526091872,17.95593901955153 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.055382128137,99999999.99999997,0.0,0,0,17977.12672964754,18.05538212813521 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.96502322149,99999999.99999996,0.0,0,0,17001.742920648107,17.96502322148562 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.942127020475,100000000.00000009,0.0,0,0,16972.176601461015,17.94212702045833 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.022799069053,99999999.9999999,0.0,0,0,16960.579270428043,18.02279906905959 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.948507736306,99999999.99999997,0.0,0,0,17022.76732927694,17.948507736303295 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.953371155725,100000000.00000001,0.0,0,0,16203.498372351341,17.95337115572637 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.896232662784,100000000.00000007,0.0,0,0,16552.469434616294,17.896232662792503 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.974923398515,100000000.0,0.0,0,0,17623.500773524564,17.97492339851344 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.934401938364,100000000.00000001,0.0,0,0,16644.635807119026,17.934401938363425 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.924775622547,99999999.99999999,0.0,0,0,16964.164748591313,17.9247756225569 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.892891175643,100000000.00000001,0.0,0,0,16923.191753167514,17.89289117563459 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.933762912653,100000000.00000009,0.0,0,0,17350.000619807426,17.93376291264653 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.869305967917,100000000.00000007,0.0,0,0,16808.518836897412,17.869305967922745 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.861034454094,99999999.99999991,0.0,0,0,17016.390624568405,17.86103445409623 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.95939881792,100000000.00000001,0.0,0,0,17688.632577120643,17.9593988179283 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.869465633268,100000000.0000001,0.0,0,0,17972.618051919566,17.869465633246634 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.897352071532,99999999.99999991,0.0,0,0,16915.44449205991,17.897352071552085 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.999559096725,99999999.99999996,0.0,0,0,17258.07505305175,17.999559096729275 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.941912977674,100000000.0,0.0,0,0,16929.33075291568,17.941912977661254 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.914009699154,100000000.00000004,0.0,0,0,17211.669382016775,17.914009699151386 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.894094166075,100000000.00000007,0.0,0,0,17263.719018779197,17.894094166062953 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.030692538328,99999999.99999999,0.0,0,0,17169.628315389557,18.030692538332733 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.860857717105,100000000.0000001,0.0,0,0,16980.435769506355,17.86085771708883 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.989867485734,100000000.00000004,0.0,0,0,17248.417960940926,17.98986748573157 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.90319741736,100000000.00000001,0.0,0,0,16391.2311492083,17.903197417375285 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.89030744579,99999999.99999993,0.0,0,0,17460.60202240213,17.89030744581022 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,204,15737.92306605931,99999999.99999999,0.0,0,0,18511.82347289545,17.92306605929876 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.984118671322,100000000.00000001,0.0,0,0,15920.765751260771,17.984118671327085 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.89828626358,99999999.99999999,0.0,0,0,16635.758878610046,17.89828626357727 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.946714044818,100000000.00000003,0.0,0,0,17364.25393992338,17.946714044818666 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.990794363428,100000000.00000006,0.0,0,0,16184.081137775936,17.99079436342799 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.926410032393,100000000.0,0.0,0,0,17242.883314769442,17.92641003239393 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.955840113567,99999999.99999999,0.0,0,0,16747.05835516945,17.955840113574645 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.94190173179,99999999.99999997,0.0,0,0,16834.185062119057,17.941901731794978 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.951612229635,100000000.00000003,0.0,0,0,17787.158370938425,17.951612229620803 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.03719730582,99999999.99999997,0.0,0,0,16634.51531555493,18.03719730583697 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.887119550876,100000000.00000012,0.0,0,0,17017.118766531534,17.887119550866878 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.029158877936,99999999.99999993,0.0,0,0,18178.735886216913,18.029158877941917 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.99708755757,100000000.00000003,0.0,0,0,16579.77598783611,17.997087557580823 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.8353685208,100000000.00000007,0.0,0,0,16681.41646091198,17.835368520796084 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.835817831898,100000000.0,0.0,0,0,17245.779238299303,17.83581783190531 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15738.009155063968,99999999.99999999,0.0,0,0,15778.304998827287,18.00915506395993 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.003396131508,100000000.00000007,0.0,0,0,17020.753453051344,18.003396131499954 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.921514971795,100000000.0,0.0,0,0,16845.744881433693,17.92151497179678 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.92238109112,100000000.00000001,0.0,0,0,17248.170507198716,17.922381091120595 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.887931251225,100000000.00000003,0.0,0,0,17634.899735683808,17.887931251227055 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.951796454878,99999999.99999991,0.0,0,0,18054.27933517428,17.951796454900297 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.905313110856,99999999.99999996,0.0,0,0,17644.448925026147,17.90531311085988 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.88932892699,100000000.00000003,0.0,0,0,17206.199662737105,17.889328926969625 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.934547465582,99999999.99999996,0.0,0,0,16929.29700118086,17.934547465583407 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.858825467685,100000000.0,0.0,0,0,18062.20395573688,17.85882546768345 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.93926238742,99999999.99999993,0.0,0,0,17763.418979144324,17.93926238742276 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.03735921264,99999999.99999993,0.0,0,0,16963.223925999635,18.037359212654163 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.79877308416,100000000.00000001,0.0,0,0,17213.235035582085,17.798773084170502 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.873725937421,100000000.00000003,0.0,0,0,16126.791404122607,17.873725937420936 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.944292976043,99999999.99999997,0.0,0,0,17407.166726311334,17.944292976062098 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.947587413222,100000000.00000003,0.0,0,0,18172.391190470833,17.947587413219622 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.951713194529,100000000.00000001,0.0,0,0,17755.735639372993,17.951713194526764 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.89130874687,99999999.99999997,0.0,0,0,17729.42751376817,17.891308746878373 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.84784741757,100000000.00000001,0.0,0,0,16271.14599741502,17.84784741757513 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15738.023106343771,99999999.99999997,0.0,0,0,16104.230884009963,18.023106343776117 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.971201779666,99999999.99999994,0.0,0,0,17682.9471850172,17.97120177967456 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.001801041228,99999999.99999996,0.0,0,0,17407.00644797263,18.001801041226372 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.94551371142,99999999.99999997,0.0,0,0,17421.687147819874,17.94551371142274 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.909480378406,100000000.00000003,0.0,0,0,17858.295170314774,17.909480378400545 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.986713013455,100000000.00000003,0.0,0,0,16940.140901057915,17.98671301345102 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.878236970957,99999999.9999999,0.0,0,0,16336.518389000663,17.87823697097368 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.904762888513,100000000.00000001,0.0,0,0,17108.491017659595,17.90476288849311 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.88986184601,99999999.99999994,0.0,0,0,16457.33162835138,17.889861846015872 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.926885283176,100000000.00000001,0.0,0,0,15912.845278412797,17.926885283186923 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.893039698718,99999999.99999997,0.0,0,0,16333.754406109816,17.89303969871147 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15738.01021153455,100000000.00000003,0.0,0,0,17836.35969743937,18.01021153454638 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.922196079056,100000000.00000001,0.0,0,0,16932.803835998893,17.922196079037455 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.953038117503,99999999.99999994,0.0,0,0,17662.848184849045,17.95303811750152 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.957287776995,100000000.00000001,0.0,0,0,16946.047111405074,17.957287776980337 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.898432803644,99999999.99999991,0.0,0,0,16073.80501583618,17.898432803666168 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.963630322025,100000000.00000001,0.0,0,0,17849.042050890093,17.96363032201848 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.004582073696,100000000.00000004,0.0,0,0,17195.84934112507,18.004582073691157 +Scenario_A,Cost Priority (Elevator 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Priority (Elevator Only),186.21973929236498,203,15738.063080138798,100000000.00000003,0.0,0,0,17441.392977713425,18.0630801387865 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,201,15737.93902104991,100000000.00000006,0.0,0,0,15542.186072097891,17.939021049894954 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15738.018443312878,100000000.00000007,0.0,0,0,17263.828723865245,18.018443312873824 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.92343805925,99999999.99999999,0.0,0,0,16372.833804789036,17.923438059243477 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,203,15737.993638350195,100000000.0,0.0,0,0,17464.823518761197,17.993638350205057 +Scenario_A,Cost Priority (Elevator Only),186.21973929236498,202,15737.911610140076,99999999.99999991,0.0,0,0,17249.517828131236,17.911610140078032 +Scenario_A,Cost Priority (Elevator 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(Combined - Max Speed),105.71356657437705,121,30232.54456339986,59585874.99999993,40414125.0,6613,62714,10324.33314662509,10.638362880404284 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30242.58270851346,59560625.000000075,40439375.0,6632,62493,10115.535120745193,10.641457693417724 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30227.19416232041,59584499.999999985,40415500.0,6524,62792,10489.442224083077,10.64106457888433 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30222.102054806197,59619999.999999985,40380000.0,6625,62975,10324.051441432963,10.703544380957853 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30233.031765665863,59581750.000000045,40418250.0,6600,62694,10696.289487968857,10.691444752834801 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30230.185995043365,59583999.99999999,40416000.0,6562,62750,10445.991544173046,10.766103016472417 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(Combined - Max Speed),105.71356657437705,120,30197.7371226987,59674357.33671293,40325642.66328709,6557,62673,9717.651240780911,10.751307975500657 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30228.503498842234,59603500.00000001,40396500.0,6647,62821,10290.504557830092,10.660913434314113 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30215.959755934233,59603749.999999955,40396250.0,6452,63018,10941.165092708376,10.71706069497407 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30213.06801974462,59619125.00000004,40380875.0,6495,63098,10252.611036819382,10.703792774012502 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30240.436904483777,59560000.00000006,40440000.0,6594,62526,10590.38722753711,10.615837697959433 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30214.76264146096,59636772.87635075,40363227.12364929,6614,62657,9794.28994487135,10.704846791396225 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(Combined - Max Speed),105.71356657437705,121,30212.57676478711,59619499.99999996,40380500.0,6480,63116,10164.575315070042,10.715634415123192 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30222.201973322084,59626374.999999985,40373625.0,6671,62980,10437.32581816449,10.624268893038439 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30229.177781314113,59581874.999999985,40418125.0,6543,62752,10555.118796073015,10.695081714190525 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30237.752799108504,59567499.99999998,40432500.0,6595,62585,10220.694718354482,10.716411657174184 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30223.78372340837,59582250.00000004,40417750.0,6452,62846,10126.227100043887,10.716124181313791 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30220.723779282096,59610124.99999996,40389875.0,6553,62968,10413.114272032499,10.660253126708858 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Speed),105.71356657437705,121,30232.640727382728,59587499.99999996,40412500.0,6628,62712,10271.643588510426,10.67168275802743 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30227.912603331126,59627125.00000001,40372875.0,6761,62896,10010.421145522889,10.727690857387907 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30158.877735418548,59779071.00114412,40220928.99885589,6541,62603,9504.128964147487,10.649997652300017 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30224.153519368847,59586654.29736704,40413345.702632956,6488,63190,10991.487047268349,10.66912229079586 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30094.21132478742,59956625.00000001,40043375.0,6463,62558,9009.441500616103,10.73634692411567 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30112.62583235654,59908975.27036655,40091024.729633406,6502,62218,9239.240370481626,10.685693206259591 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30208.746399532803,59642112.64669178,40357887.353308216,6552,62906,9783.401586354772,10.74119682534734 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30232.852471899547,59548125.00000003,40451875.0,6403,62622,10167.646595779692,10.701570996998536 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30215.716786083423,59605624.999999955,40394375.0,6452,63033,10184.499378383001,10.662840856472918 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30211.47443723885,59588824.915569715,40411175.08443025,6304,62297,9892.060926352242,10.648608046241426 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30208.273005504096,59648375.0,40351625.0,6570,63257,9883.983479600205,10.671910576956607 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30236.232093783234,59592750.00000004,40407250.0,6705,62677,10259.867103913108,10.720019081826688 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30228.79442028542,59577999.99999991,40422000.0,6507,62757,10765.881606778874,10.691395066986056 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30223.51322298052,59620750.0,40379250.0,6661,62945,10046.479352693432,10.702410078817126 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30212.222858814635,59624750.00000003,40375250.0,6494,63144,10728.73039674846,10.715710033906863 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30234.025173407255,59598000.00000002,40402000.0,6703,62721,10048.664733599935,10.687653526760702 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30171.52202382185,59762551.842344135,40237448.157655895,6646,62641,9537.813282370867,10.676999843370268 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30214.658550520762,59635249.99999996,40364750.0,6601,63121,10422.304475212168,10.709608965167016 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30222.86893463286,59605375.00000003,40394625.0,6566,62917,10025.467379826881,10.728705818791115 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30237.14297842787,59546625.000000015,40453375.0,6465,62548,10188.169525416608,10.73931588289722 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30220.108233869705,59600125.0,40399875.0,6493,62948,10275.314962677956,10.685068186064948 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30221.51897921663,59634000.000000015,40366000.0,6700,63012,9992.421846255285,10.656787610748657 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30233.059779791973,59580250.000000015,40419750.0,6596,62686,10532.920268533331,10.669691684986956 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30217.75149998152,59625125.00000002,40374875.0,6590,63051,9906.241219925649,10.742655015112273 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30235.28302853075,59559499.99999997,40440500.0,6513,62603,10674.12994082108,10.70117404968723 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30239.937560742346,59561874.99999998,40438125.0,6592,62543,10046.061714833713,10.689091893846305 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30207.065251589607,59668999.999999985,40331000.0,6668,63324,10744.57359446427,10.671071809412672 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30227.12548951275,59613875.0,40386125.0,6669,62882,10188.892814952342,10.740010632355293 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30230.391575136822,59600750.000000045,40399250.0,6664,62782,10838.732448672423,10.672742529356006 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30221.673548932027,59610499.99999992,40389500.0,6575,62949,10425.36986327844,10.695342105740423 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30238.674374980015,59562249.99999996,40437750.0,6579,62559,10544.654479807214,10.639599619800583 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30235.03711224248,59601375.000000045,40398625.0,6735,62716,10232.31362076595,10.749804515660713 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30195.14403382963,59690867.42671303,40309132.57328693,6612,62769,9683.985414803004,10.664943700902842 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30229.48245745685,59594750.00000005,40405250.0,6615,62783,10411.80964115769,10.657463217785773 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30141.23081818336,59855160.11359212,40144839.8864079,6663,62265,9348.975187368047,10.774820320471427 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30225.08066377569,59613249.99999999,40386750.0,6644,62902,10597.916817489866,10.612129946906734 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30201.126986606218,59678805.73703974,40321194.26296032,6650,62466,9708.580480337958,10.673509682418022 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30170.82661092607,59741983.020610884,40258016.9793892,6510,62345,9579.755293167791,10.715298981963969 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30213.813605172756,59634624.99999996,40365375.0,6584,63133,10207.307478123224,10.738302047925279 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30238.635314995267,59586375.000000015,40413625.0,6709,62622,10136.267375586332,10.750655688307305 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30191.362905735856,59704618.01754219,40295381.98245788,6635,62368,9655.946500542512,10.723637495612346 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30205.97535034674,59658874.99999996,40341125.0,6596,63315,10121.082188533448,10.710448926978755 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30236.210906827288,59571664.25440464,40428335.74559539,6595,62521,9927.053335990504,10.63299001764789 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30216.277398217633,59660999.99999997,40339000.0,6769,63159,10376.4000537433,10.612656453708372 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30184.6602746154,59724873.98037436,40275126.01962565,6637,62310,9614.642442253426,10.747417805447727 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30176.91150904161,59734979.0043816,40265020.99561836,6578,62729,9594.037225702266,10.729954090850008 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30207.901962627646,59654749.99999998,40345250.0,6608,63270,10725.831304791576,10.724292113668861 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30226.731492759893,59627499.99999995,40372500.0,6751,62909,9967.015365498353,10.66858615895949 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30237.252888845713,59567250.0000001,40432750.0,6585,62593,10491.316648446138,10.690448478778208 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30228.836202060887,59589374.99999999,40410625.0,6570,62785,10454.742105872197,10.698743852826036 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30219.607104488798,59613249.99999997,40386750.0,6560,62986,10642.299445293052,10.698417005403067 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30212.86714235987,59612749.99999994,40387250.0,6445,63097,10011.910241284604,10.747961560412302 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30182.71246228821,59732960.315742925,40267039.684257105,6648,62212,9598.153546110789,10.755414787592992 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30109.489109369424,59935321.09771597,40064678.90228403,6596,62387,9185.518432031737,10.78705076328133 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30222.91296561291,59639000.00000004,40361000.0,6754,62998,10011.661313023533,10.658412126308288 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30223.418410061957,59603999.99999998,40396000.0,6571,62901,10347.701856857526,10.731859718401138 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30228.27218888254,59597124.99999997,40402875.0,6611,62806,10199.069754266697,10.7311653700989 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30216.555459426378,59637874.999999925,40362125.0,6647,63096,10750.374907101172,10.78879712392018 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30226.47442666649,59587125.0,40412875.0,6534,62803,10603.751528247112,10.67066288801195 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30136.39022432236,59846395.099265434,40153604.900734544,6542,62485,9366.847981944753,10.781261833173645 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,121,30229.101266952715,59606249.99999998,40393750.0,6677,62813,10585.863906419863,10.606788438178535 +Scenario_B,Time Priority (Combined - Max Speed),105.71356657437705,120,30221.439726695153,59610876.22453852,40389123.775461406,6584,62519,9847.095966723107,10.683608808149973 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.45674929698,76869249.99999999,23130750.0,3826,35968,12479.989373024862,13.762212332644067 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.918992953095,76856000.0,23144000.0,3774,35914,12877.01596644627,13.790611784997997 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24023.520544610208,76886311.50152567,23113688.4984744,3714,36337,12945.649731525933,13.74356279823785 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24047.596409498445,76800966.54512879,23199033.45487127,3628,35885,13119.677156580969,13.839752118522595 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24097.63964827562,76706375.00000004,23293625.0,3899,36052,14163.229959462238,13.815845864268493 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.179378869147,76822145.22132574,23177854.778674204,3757,36397,13076.491587799494,13.765549293459532 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.095840180064,76836500.0,23163500.0,3698,35834,12909.334287296246,13.79635995648191 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.2663910536,76870624.99999996,23129375.0,3721,36084,12475.54634487383,13.783802256794345 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24024.25764883051,76900000.0,23100000.0,3799,36241,11954.070762406598,13.770534734105564 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.35103821097,76717750.0,23282250.0,3788,36254,13590.101404500372,13.829542534625409 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.595861615097,76723375.00000003,23276625.0,3847,36240,13411.222722657785,13.775350073504937 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.22067034637,76864000.00000007,23136000.0,3823,35929,12791.984820368314,13.824144452915716 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.6840540974,76734999.99999997,23265000.0,3800,36380,14150.474477073547,13.727016329666924 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.45681233114,76867124.99999996,23132875.0,3788,35989,12474.541780741392,13.755789372674093 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.075854740997,76830114.95215982,23169885.047840178,3769,36289,13060.240460679635,13.719224135651414 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24098.4038701874,76708000.0,23292000.0,3913,36051,13430.982546405174,13.73062998363215 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.81872813882,76840999.99999999,23159000.0,3856,35712,12642.706659752468,13.750052069216808 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.749874643498,76832608.67540142,23167391.324598525,3820,36087,13055.155494293098,13.808754823194619 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.177805228104,76862000.00000003,23138000.0,3729,36007,12763.591849740462,13.756188892258693 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.843293244445,76712624.99999996,23287375.0,3803,36198,14229.393012914237,13.799282764292728 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24089.074190851694,76712508.20970838,23287491.79029161,3797,36072,13300.053091935464,13.69782482225 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24042.110416691652,76842625.00000004,23157375.0,3763,35818,12972.656033473042,13.743883025280365 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24103.05850947535,76684500.00000003,23315500.0,3859,35917,14095.375714614129,13.722114357907106 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24077.45827766029,76747552.39559832,23252447.604401693,3807,36002,13228.594277131957,13.773980066430633 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.731749162238,76871000.0,23129000.0,3773,36035,12896.098821004865,13.756943104544142 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.021890914337,76849750.00000001,23150250.0,3888,35750,12513.378259309648,13.72901576013686 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.280284056145,76860875.00000001,23139125.0,3788,35939,12398.327117127332,13.753288584508738 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24083.01788935464,76727240.2426265,23272759.75737349,3780,36231,13270.012913080047,13.749247574049308 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.139951303583,76854750.00000004,23145250.0,3865,35813,12457.114826074989,13.857578739276171 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,24003.439567116497,76939888.5982347,23060111.401765283,3696,35942,11741.400344381806,13.769570780664328 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.880929231687,76717500.00000001,23282500.0,3815,36225,13897.814783008624,13.79223159206386 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.974064169066,76867749.99999991,23132250.0,3760,36022,12454.802880077248,13.706994122925359 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24049.520740951248,76820533.60916732,23179466.390832663,3766,35843,13079.777836055437,13.82353821568593 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24024.685329795644,76874249.99999999,23125750.0,3669,36165,12470.048191757818,13.766820227952788 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.2170369769,76719625.00000003,23280375.0,3702,36355,13776.819162618684,13.822189534261874 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24065.154916083742,76775744.2820001,23224255.717999868,3769,36045,13171.108028323863,13.77128113253535 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.764483542618,76836875.00000004,23163125.0,3723,35812,12773.466725330552,13.837294897638609 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24104.432289568515,76676500.00000001,23323500.0,3828,35884,13917.1138684819,13.797348472333404 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.11274690484,76874874.99999999,23125125.0,3767,36072,12354.218830787002,13.783840142313707 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.01261604864,76853124.99999997,23146875.0,3719,35946,12940.596627686922,13.819882391161576 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.4090367978,76853500.00000007,23146500.0,3821,35847,12676.785507546265,13.70426971591311 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24049.905894333682,76821249.99999999,23178750.0,3768,35642,12403.731692945019,13.795644763630301 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.639880954994,76716625.00000003,23283375.0,3855,36178,13769.994365700088,13.74119227121092 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24103.45724534178,76669625.0,23330375.0,3778,35879,13650.653366372106,13.79338125958787 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.6800668045,76879499.99999999,23120500.0,3784,36092,12624.596053575762,13.81611894454559 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24102.184661885833,76682124.99999994,23317875.0,3826,35931,13857.13327381818,13.741502466999812 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24100.444239675773,76691625.0,23308375.0,3852,35981,13726.113292982805,13.794664782866587 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.11305853658,76725875.00000003,23274125.0,3868,36239,13469.236988585553,13.744299719984664 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.901347352272,76869939.71198758,23130060.288012452,3791,36165,12979.033548181758,13.88370483607779 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.08175200221,76828498.28164792,23171501.718352053,3734,36037,13063.537023455367,13.923668121818704 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24111.63314939104,76665249.99999997,23334750.0,3886,35736,13677.015577442537,13.736778850979727 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.204983025244,76881499.99999999,23118500.0,3837,36055,12493.767427814322,13.771920308984932 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24023.10301160597,76891249.99999997,23108750.0,3743,36227,12254.62674615884,13.77875965778952 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.0034052559,76845750.00000004,23154250.0,3764,35842,12682.272269467017,13.750810722178912 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.402459399393,76839125.0,23160875.0,3737,35816,12799.447412156731,13.7865291252337 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24054.96558480917,76806944.31986986,23193055.6801301,3777,36005,13107.487839371495,13.76247567233444 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24059.58739441485,76784489.36388464,23215510.636115324,3728,36193,13153.275878112323,13.748434126096472 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24078.70136347368,76758874.99999994,23241125.0,3890,36481,13607.483652141427,13.66796238265987 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.39354944834,76848250.0,23151750.0,3846,35780,12932.428307936678,13.836667579172124 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.02762223818,76856089.50049746,23143910.499502473,3793,35951,13007.27559954424,13.714368543866962 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24090.52269104892,76700796.69753303,23299203.302467,3754,35945,13323.934108382393,13.74107847370678 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.322283057565,76845375.00000004,23154625.0,3772,35831,12952.02285587189,13.912531894084143 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24084.658765132554,76733624.99999999,23266375.0,3841,36328,13477.874760127508,13.713221281047922 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.415011725472,76822000.00000004,23178000.0,3811,35605,12674.409342726272,13.822391727238786 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.94897316588,76700500.00000003,23299500.0,3739,36165,13485.165370847046,13.730513278617678 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.085610338123,76864000.00000003,23136000.0,3804,35948,12983.439147091203,13.752372667328332 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24088.731011220898,76706167.93868053,23293832.06131943,3760,36042,13312.98157755086,13.731642903099637 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.14651642914,76845875.00000004,23154125.0,3688,35919,12916.098142429397,13.815449092699886 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.86059812849,76852875.0,23147125.0,3705,35958,12352.961867017053,13.786313761920255 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.443609899277,76873875.00000004,23126125.0,3733,36098,12650.982568324469,13.83852663064232 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.629496249934,76885249.99999997,23114750.0,3812,36110,12871.77103999588,13.820133354743806 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24050.4764325496,76823040.94575095,23176959.054249037,3796,36051,13074.665110619555,13.712700974948614 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24025.730487616293,76876874.99999996,23123125.0,3698,36157,12508.532647595592,13.746544671757507 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.206393120458,76727124.99999991,23272875.0,3842,36275,13445.332685469682,13.69255296291796 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.837062436072,76863749.99999994,23136250.0,3751,35999,12738.478712126696,13.753992467824357 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.248337889214,76865500.00000001,23134500.0,3784,35980,12494.864862716615,13.839350001759145 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24047.913228675487,76834904.6178982,23165095.382101815,3815,35871,13050.473823838876,13.774880092403064 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.863521462754,76821776.99771151,23178223.002288483,3766,36098,13077.242434834057,13.788777750068421 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.98121780312,76857625.00000012,23142375.0,3645,36056,12403.023965917335,13.774957574161641 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.06155715253,76883999.99999999,23116000.0,3898,36014,12632.295611367292,13.770723408401405 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.49739616283,76710625.00000007,23289375.0,3787,36198,13716.045281986853,13.725269682324289 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.274016221832,76817124.99999999,23182875.0,3791,35586,12806.225903293805,13.821554942438226 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24049.42839464248,76820874.99999999,23179125.0,3762,35645,12069.08957191641,13.678839397927723 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.46609783683,76707125.00000006,23292875.0,3812,36145,13532.09304317139,13.80524435295761 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.783263998466,76873000.00000007,23127000.0,3774,36050,12444.690635635834,13.761485662340135 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24050.820267324736,76814863.2896685,23185136.710331496,3750,36005,13091.34021939097,13.899725570693624 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24086.243484611197,76719855.3735268,23280144.626473222,3789,36224,13285.07144504316,13.74704306894291 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24050.753364541903,76816333.25778547,23183666.742214512,3765,36099,13088.342798370373,13.800726299022129 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.359990338064,76718750.00000006,23281250.0,3788,36262,13872.758291907014,13.694943453662177 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.010749019293,76723999.99999999,23276000.0,3731,36361,13502.076825519618,13.693352141379606 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.35285217811,76897969.3984162,23102030.60158378,3911,36113,12921.878042335678,13.852110339309746 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.01057331906,76869999.99999994,23130000.0,3737,36063,12917.24731212923,13.858350486743888 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24047.743127435013,76835408.11346653,23164591.886533443,3825,36022,13049.447142931336,13.719810128881463 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.107772734482,76853874.99999999,23146125.0,3659,36012,12783.86302023322,13.746861961747532 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24098.393098768684,76672750.00000003,23327250.0,3723,35959,13534.663444449077,13.814613615177864 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24076.011834427198,76735076.21997325,23264923.78002682,3718,36012,13254.034523518321,13.80201033493588 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.27871878989,76804874.99999997,23195125.0,3609,35670,12570.470472594632,13.762124133153227 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.254929694343,76848499.9999999,23151500.0,3740,35888,12649.258985070734,13.793200536824648 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24082.33012482449,76716000.00000003,23284000.0,3708,36320,13308.308767073546,13.806232293232203 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24105.136054941006,76665661.64418663,23334338.35581338,3793,36110,14490.578211574786,13.83331722482773 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.872306681053,76714125.00000001,23285875.0,3755,36258,13571.158858171779,13.62714879835753 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.7556193085,76857374.99999999,23142625.0,3780,35919,12826.107809545076,13.80405960892841 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24047.27834628944,76830328.25996162,23169671.7400384,3786,36028,13059.80550343018,13.780064937654908 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.606246701158,76873125.00000004,23126875.0,3786,36039,12691.928415099133,13.775059085337729 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.232759971965,76833124.99999999,23166875.0,3782,35723,12944.19580713859,13.763135695610423 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.215857769435,76831874.99999996,23168125.0,3658,35837,12664.006185120594,13.799099256169248 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.656483929863,76880500.00000007,23119500.0,3796,36088,12917.832851745647,13.784392164589445 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.98339689569,76887875.00000003,23112125.0,3809,36134,12025.628033777402,13.683552885890526 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.30460790366,76694249.99999997,23305750.0,3740,36114,13734.474542587861,13.754824048989127 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24025.417344328176,76872249.99999997,23127750.0,3661,36157,12731.512471382855,13.772790415015441 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.031235955932,76855624.99999997,23144375.0,3754,35931,12910.75811537149,13.84312461818047 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.304161762426,76709374.99999994,23290625.0,3810,36165,13493.276682754467,13.80914058015123 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24058.477453458283,76794902.18559623,23205097.814403795,3771,36174,13132.04302937083,13.794977059097846 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.6002914472,76677624.99999996,23322375.0,3688,36033,13573.238790845362,13.756471272034927 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.8704254055,76741000.0,23259000.0,3932,36296,13436.057874113087,13.814939929051095 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24075.551877104397,76738551.68068571,23261448.319314294,3724,36107,13246.94769022185,13.854521576146025 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.797155758017,76693000.00000004,23307000.0,3746,36098,13619.398058333118,13.81052486517516 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.40271628843,76723375.0,23276625.0,3837,36250,13582.660386675083,13.704457098153801 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24091.14510495782,76698292.08180454,23301707.91819544,3749,35885,13329.041285705802,13.732740863570532 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.28987164301,76801847.97323132,23198152.02676864,3644,35960,13117.879831120472,13.798023722955255 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.00323234595,76853374.99999993,23146625.0,3778,35889,12548.312324334218,13.80625438766159 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.774331665903,76719250.00000001,23280750.0,3786,36268,14320.878513437345,13.686046899177898 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.915269832516,76893750.00000001,23106250.0,3840,36150,12446.470058052906,13.78896375177934 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.517724298363,76829500.0,23170500.0,3685,35791,12633.429842903144,13.66593062477054 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.490092966436,76862999.99999999,23137000.0,3847,35897,12857.658019303804,13.799189631015635 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24059.405757671335,76801565.09007671,23198434.909923296,3819,35591,13118.456659899433,13.750175584390451 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.846321873858,76879999.99999994,23120000.0,3890,35990,12715.293062725323,13.749964250043606 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.922794578248,76863625.00000003,23136375.0,3681,36068,12817.416440423625,13.871152368685088 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.01828513885,76730999.99999996,23269000.0,3829,36319,13702.759155092423,13.7639884474 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.73625423321,76862000.00000001,23138000.0,3851,35885,12747.71791665599,13.860123784557034 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24051.86572652929,76825000.00000001,23175000.0,3823,35617,12980.287879811407,13.776354524089088 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24090.89196190731,76706874.99999997,23293125.0,3792,36163,13387.151062016037,13.740825348199653 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24082.740271096278,76747624.99999999,23252375.0,3889,36392,13532.41392087409,13.716438128224084 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.380854320643,76707875.00000003,23292125.0,3722,36241,14006.505415549971,13.724844298624232 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.73411289398,76706874.99999999,23293125.0,3854,36101,13780.29186802735,13.79243056192023 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.214491943574,76719125.00000001,23280875.0,3771,36282,13783.958866452895,13.821991114593017 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24074.670447738856,76740374.99999997,23259625.0,3715,36508,13441.529009097385,13.801268589569476 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.512478902536,76892999.99999996,23107000.0,3888,36096,12886.02384301145,13.827848161144829 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.850339835684,76838638.9255144,23161361.07448564,3802,35775,13042.859174230456,13.707914479610274 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24056.03727264299,76802396.06973074,23197603.93026922,3755,35552,13116.762204180355,13.742806015242177 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.13797052295,76708250.0,23291750.0,3832,36134,13701.153278899696,13.700119526034088 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.86080311044,76853125.00000001,23146875.0,3785,35880,12818.574668082665,13.705796835440301 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.589639267706,76876375.0000001,23123625.0,3798,36053,12444.329190241871,13.852990319100154 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24071.800501479436,76790288.37899,23209711.621010095,3957,35812,13141.45107077466,13.700190197465863 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24084.74862711481,76731750.0000001,23268250.0,3830,36324,13387.123885715471,13.747083372259533 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.2948229254,76731999.99999999,23268000.0,3807,36349,13776.923809871121,13.803363970981781 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.229793658586,76841124.99999991,23158875.0,3790,35779,12877.263188699659,13.784459553208798 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24058.936429409023,76795229.6753219,23204770.32467811,3780,35984,13131.375243058686,13.824620545819455 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.459113690747,76867375.00000001,23132625.0,3767,36012,12560.369034484753,13.738979114469588 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.987357559003,76720999.99999999,23279000.0,3855,36213,13607.904758774153,13.740752789069617 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.16278706936,76868374.99999999,23131625.0,3817,35970,12865.838650089947,13.800436122880955 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.11559422689,76822406.10122585,23177593.898774166,3762,36194,13075.959625991944,13.713847498610445 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.690843862245,76729000.00000006,23271000.0,3861,36271,13757.70280415367,13.82516775439695 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.007625577564,76815796.54720096,23184203.452799022,3782,36269,13089.437208221485,13.823532541513826 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24082.06392947715,76740875.0,23259125.0,3838,36389,13732.010765766148,13.808399957611925 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.651735788215,76873749.99999997,23126250.0,3833,35997,12448.831300231881,13.818614823881672 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24071.087491960305,76743678.93311265,23256321.066887386,3683,36491,13236.492678289822,13.828621217169372 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.567362727357,76708875.00000001,23291125.0,3765,36206,13787.573852887508,13.684272680395393 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24098.90859093521,76679124.99999993,23320875.0,3762,35971,13657.508530896572,13.75604019070946 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.016706856484,76851119.82913607,23148880.1708639,3663,36204,13017.409286957116,13.750955236270977 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24087.789608032752,76733039.47656597,23266960.523434017,3888,36020,13258.187659516363,13.796564988306525 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24097.607643983367,76684999.99999997,23315000.0,3779,36001,13463.466550078643,13.719071672214055 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.273879188167,76892374.99999993,23107625.0,3980,35999,12507.669121195115,13.798970971692595 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.465997712676,76720875.0,23279125.0,3801,36266,13407.48120962186,13.749781233039572 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.250984300103,76862250.00000001,23137750.0,3828,35910,12400.498404588085,13.875458882543619 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24075.64256074279,76761552.91417456,23238447.08582537,3854,35844,13200.045733666399,13.683655521429184 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24042.44938125471,76849499.99999994,23150500.0,3813,35823,12874.013250295826,13.739692396546188 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24047.23715073831,76845464.48504546,23154535.51495447,3870,36127,13028.94113384579,13.797046758206388 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24087.805938821082,76701360.09059387,23298639.909406163,3711,36078,13322.785290129887,13.818943318145092 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24067.492147309847,76759222.94135794,23240777.058642015,3716,36137,13204.796795554972,13.733132026548793 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.887622221446,76703999.99999996,23296000.0,3816,36116,13422.375475212735,13.742991590684515 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.983589993444,76882874.99999999,23117125.0,3798,36105,12784.475859084643,13.689539014267005 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24084.78523339314,76731499.99999997,23268500.0,3824,36328,13686.992272317217,13.807483308933122 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24075.392261130313,76747708.78361386,23252291.21638609,3778,35909,13228.275385368324,13.70445649615142 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.216369972895,76729249.99999997,23270750.0,3835,36299,13606.258881306176,13.699334169161574 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24070.14505314567,76766651.70240265,23233348.297597356,3799,36077,13189.648763257128,13.757306965320915 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.089392753493,76860000.00000001,23140000.0,3749,35971,12837.840067136105,13.81429891142974 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.55359710899,76867750.0,23132250.0,3802,35980,12632.602688029363,13.76746275935407 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.000305745994,76868000.00000003,23132000.0,3747,36037,12641.255193255814,13.735329832312638 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.287650836948,76842250.00000004,23157750.0,3747,35831,12537.090533676143,13.764288752761214 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24053.038895905727,76828401.79236805,23171598.20763198,3863,36057,13063.73377533887,13.76668662088896 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24070.444302003274,76748448.53468737,23251551.46531264,3700,35862,13226.766954408438,13.744140404048654 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24095.690181545287,76710250.00000003,23289750.0,3886,36096,13463.57089716928,13.723774486470306 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24054.53109409425,76795410.1537476,23204589.846252423,3718,36012,13131.007228391723,13.750878315488958 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24025.279904675783,76896999.99999999,23103000.0,3797,36219,12738.928056239369,13.87237741323789 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24068.96268805906,76761901.04306595,23238098.95693411,3752,36285,13199.335861904716,13.82385365302356 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.164747807794,76733000.0000001,23267000.0,3858,36306,13793.164833781892,13.699222796732226 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24072.99260622085,76787500.0,23212500.0,3954,36646,14037.1442766018,13.767782812762569 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24096.66601434368,76698125.00000001,23301875.0,3834,36051,13980.266633251458,13.676201527169367 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.306773022436,76837875.00000004,23162125.0,3793,35750,12685.778771026127,13.726825712935023 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24026.904107423376,76873624.99999993,23126375.0,3699,36130,12412.663269305089,13.741812167922639 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.284359321606,76734374.99999999,23265625.0,3788,36387,13390.040752865318,13.72945391933108 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.58920088602,76850499.99999993,23149500.0,3771,35873,12933.891804116642,13.77103541913173 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24026.617420247232,76905375.00000006,23094625.0,3863,36220,12680.633650207152,13.772172559487124 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24064.59190317108,76811553.86040238,23188446.13959761,3956,36469,13098.088496944878,13.78104688377757 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.998565594247,76863335.18377185,23136664.816228222,3771,36043,12992.500882252923,13.752151009351493 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.092497283735,76714750.00000006,23285250.0,3681,36337,13626.594604805667,13.823404659213642 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.011784145314,76850375.00000004,23149625.0,3712,35931,12887.995620986921,13.765938604861256 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.642069957743,76708125.00000003,23291875.0,3743,36222,13737.000740974101,13.721918931657264 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24084.583902952305,76712500.0,23287500.0,3721,36279,13425.097922101471,13.722282220152968 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24100.80444756524,76708375.00000004,23291625.0,3954,36013,13869.12360377162,13.75686497019829 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.110763009758,76878624.99999997,23121375.0,3756,36113,12832.495396552147,13.801446024330453 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24070.03688777423,76768079.78750768,23231920.212492377,3803,36056,13186.736746143584,13.777966095837993 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24082.618255150628,76736000.00000003,23264000.0,3817,36371,14199.9695611676,13.690616806667125 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.489324257498,76873625.00000004,23126375.0,3849,35980,12854.296170308913,13.827502751366772 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24021.6593937009,76889749.99999997,23110250.0,3698,36260,12093.538432212932,13.824816742181383 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.93099818823,76722500.0,23277500.0,3799,36281,13466.837316373743,13.811953000254167 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24057.29810185401,76790765.87721826,23209234.12278169,3729,36028,13140.477401202947,13.683451993277496 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24099.591325468373,76693624.99999999,23306375.0,3855,35994,13450.208235352731,13.791895592018262 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.31555414342,76873125.00000003,23126875.0,3796,36029,12844.639743019572,13.696391136213734 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,24033.819786272743,76872663.49268155,23127336.507318504,3810,35513,11878.47947023035,13.81627598186848 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.628313053883,76729000.0,23271000.0,3893,36239,13564.682000835071,13.746200385302004 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.657862689746,76859375.00000003,23140625.0,3769,35946,12524.231606539308,13.83321133081739 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24027.099356167237,76906875.00000003,23093125.0,3880,36215,12743.327256227709,13.845981618321208 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.072017414153,76843999.99999999,23156000.0,3743,35849,12700.401568688687,13.74267287187905 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.922817501105,76861624.99999997,23138375.0,3680,36053,12729.39966910681,13.752686318472843 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.380244128883,76858749.99999994,23141250.0,3842,35868,12698.247233682912,13.750953512646227 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.36169006266,76854250.00000007,23145750.0,3807,35867,12940.328372181415,13.685265217369704 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.026203601406,76873348.46306008,23126651.536939926,3774,36167,12972.082742922172,13.87134843805139 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24021.244209655197,76896250.00000006,23103750.0,3737,36273,12828.00682734326,13.773936401804598 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.297372665147,76892624.99999996,23107375.0,3888,36093,12728.472492305835,13.799983406182944 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.97138487942,76850250.00000006,23149750.0,3835,35807,12898.526807904922,13.693944755571575 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24017.755357833114,76913000.00000001,23087000.0,3771,36373,12603.229678238202,13.819187294860289 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.53081053403,76857500.00000001,23142500.0,3732,35968,12774.691127194998,13.779772740698938 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24084.587952056907,76725374.99999997,23274625.0,3791,36312,13470.257570427086,13.733875930682808 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24071.012341072576,76764117.12402105,23235882.875978988,3802,35969,13194.817037610635,13.811381371797694 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.260406561287,76838124.99999997,23161875.0,3665,35880,12246.336035553724,13.735398835202728 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24024.47316896152,76906374.99999993,23093625.0,3836,36255,12434.635379891397,13.82385233512628 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24071.47572728395,76781213.55194496,23218786.44805502,3893,36107,13159.955606369193,13.776271295154867 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.118581396673,76884875.0,23115125.0,3824,36095,12808.734691697808,13.805267330169325 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24067.035801138343,76793088.98149547,23206911.01850448,3892,36180,13135.740344995234,13.825761015049393 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24074.33952411574,76763624.99999993,23236375.0,3836,36573,13269.976798783164,13.849191213935816 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.67779577001,76833749.99999994,23166250.0,3776,35734,12632.274638158635,13.796845486225742 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.22786746311,76821323.91634457,23178676.08365542,3694,36262,13078.166315833623,13.709074215504861 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.72717603854,76715000.00000006,23285000.0,3772,36248,13652.49697532616,13.74883147326803 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24062.44843922302,76782223.55972505,23217776.440274976,3766,36419,13157.896093298106,13.742513725160052 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24080.85228033728,76745750.00000003,23254250.0,3841,36425,13661.854564089148,13.732230512621253 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.11327564901,76873750.00000001,23126250.0,3812,36018,12301.916702408136,13.704496154473597 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.448649383896,76864500.00000003,23135500.0,3924,35832,12917.07009754079,13.756948419840828 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24054.505956390993,76800805.58169512,23199194.418304954,3737,35741,13120.005378107737,13.749829786575596 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24084.4062468412,76707500.0,23292500.0,3696,36264,13474.705244228724,13.683387432234799 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,24018.444092470472,76905835.77073388,23094164.2292661,3744,36179,11810.8376742019,13.817155443392116 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24051.417596804018,76813592.25756064,23186407.742439307,3765,36130,13093.931988772885,13.76704952811144 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.63173180822,76846000.00000001,23154000.0,3748,35860,12312.16425410417,13.873092598916454 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24073.514007127156,76756470.17921229,23243529.820787765,3790,36351,13210.409969762683,13.74695347050916 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.711040969625,76872624.99999997,23127375.0,3846,35975,12510.39872664722,13.77741388167071 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24023.99662862762,76920750.0,23079250.0,3918,36288,12699.04503655241,13.720109349685545 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24070.15550164762,76758870.66279463,23241129.337205406,3746,36592,13205.515128938398,13.828573308509364 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.057527119432,76835875.0,23164125.0,3788,35739,12333.541584983604,13.741958450915108 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.608340504812,76730499.99999991,23269500.0,3771,36373,13916.162667075965,13.768275864849322 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,23997.756030769044,76962945.56152096,23037054.438479118,3737,36044,11694.38474885402,13.877586985270744 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24063.676752882584,76777329.21552901,23222670.784471057,3759,36012,13167.876180625208,13.747252057529094 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24098.3846439457,76699625.00000003,23300375.0,3869,36028,13844.892284374133,13.776400382409538 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.02252505179,76849250.00000004,23150750.0,3726,35908,12825.226092165234,13.747389732164962 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24026.202200213233,76882999.99999985,23117000.0,3740,36164,12592.65041449833,13.803556422137326 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.690123305652,76747499.99999997,23252500.0,3863,36417,13389.847213365527,13.806735395320896 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.07808942097,76719625.0,23280375.0,3879,36178,14187.347616111942,13.791252655109753 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.037824182982,76845996.0898821,23154003.910117887,3770,35974,13027.857135156588,13.760750316267565 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.201574984167,76717374.99999994,23282625.0,3784,36255,13526.142280189666,13.785554819877317 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24076.85704441643,76762281.10153359,23237718.89846642,3881,36391,13198.560882347672,13.832010376510825 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.4523130485,76873624.99999999,23126375.0,3737,36092,12359.693053588951,13.771316878952536 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24083.17229964791,76704529.00150262,23295470.99849741,3661,36159,13316.323544422017,13.731611592008806 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.452466758354,76702249.99999991,23297750.0,3817,36101,14051.533345084705,13.6888109547334 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.900576483553,76736875.00000004,23263125.0,3909,36286,14013.581851363937,13.688427817172313 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24096.642700475408,76693874.99999994,23306125.0,3810,36041,13567.085514448587,13.686215827462899 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.823018616302,76873250.00000001,23126750.0,3785,36041,12860.09146308048,13.77892576638924 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.206744302846,76854125.0,23145875.0,3735,35938,12822.260870352367,13.693949656044525 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24102.524939666397,76680250.0,23319750.0,3822,35920,14012.1052326112,13.802641592860532 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.975215404233,76809627.98094955,23190372.019050397,3764,36161,13102.015569572064,13.817071196671543 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24089.3920676403,76702279.04099506,23297720.95900499,3738,36063,13320.911452719596,13.80119111631524 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24074.836533209054,76747500.0,23252500.0,3762,36518,13581.23962541835,13.746737341319115 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.06949229112,76864249.99999996,23135750.0,3772,35982,12762.666540775037,13.843579379427796 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.410498706613,76851999.99999999,23148000.0,3816,35840,12719.403785068997,13.810271077608036 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24081.143281377776,76734933.63570255,23265066.36429743,3788,35950,13254.32526798079,13.794298015639637 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.840964162355,76874770.39153711,23125229.60846288,3851,36238,12969.183279826566,13.743903851352366 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24024.770339455255,76904249.99999997,23095750.0,3837,36237,12890.003437317915,13.700604884250493 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.29398299827,76864624.99999996,23135375.0,3862,35895,12954.345926943819,13.75739720890836 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.216868694693,76880750.0,23119250.0,3792,36094,12887.400412686915,13.775414028332518 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.27191861645,76742624.99999999,23257375.0,3862,36379,14215.895312074666,13.799688163497917 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24080.611728302392,76750749.99999996,23249250.0,3869,36437,13637.396950782866,13.714418210897035 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24077.910431587796,76757125.0,23242875.0,3855,36502,13507.263090416944,13.80479425625004 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.28675970309,76733625.00000003,23266375.0,3815,36354,13460.271663084868,13.667587994516294 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.7498676084,76787281.26868312,23212718.73131688,3634,36078,13147.58288788074,13.767014019921463 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.14073328074,76740374.9999999,23259625.0,3822,36401,13799.998362833378,13.855255179774126 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.667945672154,76790151.33992127,23209848.660078675,3578,35673,13141.730507981732,13.78784312728081 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.342971220187,76871375.00000001,23128625.0,3833,35978,12908.818264108118,13.83270748661962 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.000857844338,76696125.0,23303875.0,3754,36115,13650.840646783781,13.71405136048662 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24096.56699923713,76692624.99999999,23307375.0,3801,36040,13431.10180307086,13.759628648867558 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24047.12782771067,76807875.00000009,23192125.0,3657,35646,12979.74837500852,13.782461429326252 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.340147239545,76865374.99999996,23134625.0,3763,36000,12906.458026493045,13.751516389847698 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24068.040636269227,76771826.28467605,23228173.71532399,3795,36106,13179.09724074433,13.847615637304592 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.87860004983,76720625.0,23279375.0,3802,36263,14175.287914153372,13.752174284006745 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.387271633484,76720500.00000003,23279500.0,3794,36270,13498.67412230149,13.743439811184501 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24050.002578369855,76831114.25926912,23168885.740730867,3838,36110,13058.202767412104,13.794272559331437 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.483625929985,76840875.00000001,23159125.0,3698,35869,12461.626697954758,13.734900302820796 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24076.141410607557,76759375.00000003,23240625.0,3846,36529,13978.590303759827,13.782790670340042 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24096.194093062637,76719125.0,23280875.0,3937,36116,13676.455021794287,13.828752528646755 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24065.41629248429,76783618.49160899,23216381.508391045,3821,36405,13155.05167912142,13.813799545979816 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24095.712614064214,76702499.99999997,23297500.0,3840,36080,13585.961718283215,13.784687563618524 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.421431194703,76699875.0000001,23300125.0,3722,36177,13616.277564431788,13.693929953404313 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.833065472838,76846375.00000006,23153625.0,3825,35786,12385.754032639066,13.803033551529186 +Scenario_C,Balanced (Combined - Knee Point),139.0,157,24154.537995219423,76518749.99999997,23481250.0,3757,36153,14856.2281777599,13.817763181933902 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24082.74756818892,76744177.02772969,23255822.97227026,3866,36357,13235.477010495242,13.836136608854222 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.002336544734,76867125.00000004,23132875.0,3864,35913,12895.476597523917,13.841390537621118 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.197498863392,76859125.00000001,23140875.0,3700,36013,12511.182857794623,13.736829391850788 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24079.12490590681,76769250.0000001,23230750.0,3946,36508,13386.571194844582,13.741184161198834 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.145436585517,76864375.00000001,23135625.0,3712,36043,12824.177142979672,13.731260577852266 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24042.101795570445,76849750.0,23150250.0,3807,35831,12993.086264678317,13.779652960554715 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.735084789765,76817486.61913486,23182513.380865086,3800,36053,13085.990972155158,13.821603107259387 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.65757272991,76709124.99999997,23290875.0,3765,36208,13567.62078010039,13.800390327013973 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24095.16016608969,76676500.0,23323500.0,3694,36018,14368.060513208615,13.747138959639964 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24076.889992023254,76740625.00000006,23259375.0,3751,36474,14284.103380655597,13.792457138844785 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24059.1106859887,76786493.02555211,23213506.97444791,3732,35891,13149.190199293176,13.755216535885681 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24070.267785567703,76754999.99999994,23245000.0,3736,36604,13820.299362798507,13.715461918246413 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.665918216146,76848750.00000003,23151250.0,3762,35868,12710.088554462127,13.854523928284165 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.397843757008,76746500.00000004,23253500.0,3855,36417,13373.966079021742,13.729167200817907 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.600249627034,76898124.99999999,23101875.0,3875,36150,12576.352601572822,13.765586343528483 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24059.03551613031,76807605.48464125,23192394.51535877,3849,36116,13106.1396542233,13.743289075191466 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24073.101416318357,76768025.8718465,23231974.128153488,3850,36451,13186.846685899503,13.808836460116096 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.990024214123,76831250.0,23168750.0,3813,35677,12350.763710873658,13.856623940573476 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.711349246598,76863000.0,23137000.0,3772,35972,12124.320146539154,13.807057081733989 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24100.49874147097,76695125.00000004,23304875.0,3873,35988,13405.777189288765,13.733141058827975 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24106.935163282746,76677999.99999997,23322000.0,3885,35839,13769.125094977891,13.747282052866902 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.199065619272,76709249.99999997,23290750.0,3754,36220,13732.984577155667,13.871689486571245 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.11874297369,76714625.00000012,23285375.0,3806,36211,14267.473198104202,13.766489726122773 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.31830658167,76853007.72705726,23146992.272942733,3786,36308,13013.559662704483,13.811308175874638 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.11239025569,76848217.22877751,23151782.771222454,3712,36224,13023.327997185483,13.69790360484937 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.985363583495,76733625.00000003,23266375.0,3887,36282,13752.387404766914,13.79638890175627 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.386171255577,76875624.99999997,23124375.0,3795,36050,12908.305341925447,13.850497337659602 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.043772745907,76839749.99999999,23160250.0,3805,35753,12988.58997139385,13.809780978229128 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.099579461057,76844250.00000001,23155750.0,3823,35771,12438.102581817404,13.824377573827737 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24095.449799457456,76686874.99999982,23313125.0,3755,36040,13878.616729327898,13.687954199077366 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24097.494110074436,76675875.00000001,23324125.0,3721,35986,13553.751432037661,13.74525932595432 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.091800458835,76864250.0,23135750.0,3772,35982,12915.479199891075,13.76509546119331 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24097.912645403034,76705125.00000004,23294875.0,3886,36055,14101.341188803646,13.778641024064292 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.603636509677,76851000.00000009,23149000.0,3746,35902,12951.559006747888,13.780219835297244 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24055.011608163804,76789096.50685535,23210903.49314461,3683,36454,13143.881424568619,13.765942612080412 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24090.649377040532,76687625.0,23312375.0,3680,36121,13750.3935881912,13.765792200516225 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.397408059554,76706125.00000001,23293875.0,3804,36145,13368.724496327704,13.77709275158331 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24063.90038495585,76798383.62383136,23201616.376168642,3872,36408,13124.944007271291,13.822196391592824 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.274089955612,76734000.0,23266000.0,3782,36390,14177.080919817183,13.71636744120218 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.12916746598,76727249.99999999,23272750.0,3783,36335,13332.041505726673,13.635389478312725 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24059.809045004284,76759925.00940225,23240074.99059767,3604,36135,13203.365204291402,13.7877016838302 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24021.373535924864,76905125.00000001,23094875.0,3791,36290,12679.009527553657,13.779087905252203 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.499399411776,76722999.99999999,23277000.0,3761,36323,14095.120226979052,13.7355110575531 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.95647703518,76731500.00000009,23268500.0,3811,36341,13578.740122454934,13.701058348969502 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24097.33786560475,76703625.00000001,23296375.0,3872,36057,13597.834598025074,13.672779998320411 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.802401408495,76843875.00000003,23156125.0,3773,35818,12606.847482760595,13.80775275910837 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24047.6729806344,76852375.0,23147625.0,3900,35759,12736.51162708229,13.785158959271106 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24076.220260028633,76746499.99999993,23253500.0,3779,36493,13408.18426928385,13.767505927320608 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.643027558122,76726999.99999994,23273000.0,3850,36266,13546.93405486475,13.733071065258542 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.715355298944,76857656.23667869,23142343.76332131,3684,36060,13004.080858169147,13.836171228032 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.244740896644,76851874.99999991,23148125.0,3796,35859,12523.902985816985,13.794556948785893 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.683611755638,76731125.00000009,23268875.0,3852,36297,14050.094081912144,13.731816817033925 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.919007449447,76716874.99999994,23283125.0,3871,36164,14235.595532709105,13.747102757570222 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24079.51905631991,76739999.99999999,23260000.0,3796,36424,13510.08198040324,13.805494553929648 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.552380198806,76706875.0,23293125.0,3829,36126,13412.352811871666,13.828707841807772 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24065.785687198724,76767179.25204128,23232820.74795875,3740,36041,13188.573033547114,13.601265635130062 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.51279019064,76729999.99999997,23270000.0,3883,36257,13710.555895076452,13.754416709206597 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.718894282072,76885875.00000006,23114125.0,3804,36123,12792.348701855564,13.8242323788046 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.50987418414,76861250.00000001,23138750.0,3811,35919,12870.40648996733,13.679585029532062 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,23991.006944748442,76995293.227547,23004706.772452995,3799,35608,11628.42442427569,13.779204092523912 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24082.4394219273,76744624.99999999,23255375.0,3867,36390,13336.317811092338,13.730535232864273 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24082.888723490636,76732499.99999993,23267500.0,3801,36359,13536.210502457858,13.82895334140793 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24099.39328090138,76687249.99999993,23312750.0,3807,35991,13439.33054464546,13.74834120905949 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24107.563922241552,76677250.00000004,23322750.0,3892,35826,13922.488488833536,13.820484776081672 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.85489655937,76821602.40822975,23178397.59177024,3687,36246,13077.59844131917,13.716908514541702 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24069.274621441687,76766374.99999996,23233625.0,3772,36659,13279.688368141935,13.782785215097427 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24072.894617697497,76757375.0,23242625.0,3786,36573,13477.17812175701,13.710047407914848 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.107612096224,76710375.0,23289625.0,3745,36238,13813.86891834707,13.721876402176548 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24042.779016763074,76842624.99999999,23157375.0,3774,35807,12267.471278776087,13.771788936411015 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24018.32826492392,76928874.99999997,23071125.0,3862,36409,12409.315144222965,13.813726668554132 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24095.9241129035,76714103.6056769,23285896.39432303,3910,36100,13296.799910211834,13.782448817029202 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.839901613836,76708750.00000003,23291250.0,3842,36128,13686.518811873439,13.752090321750233 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.141445868852,76875500.00000006,23124500.0,3761,36083,12947.606793429024,13.83741979467694 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.83824295384,76841200.54424766,23158799.455752324,3801,36040,13037.63576172956,13.773387232389975 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24017.87329351195,76915499.99999999,23084500.0,3789,36375,12310.222253835667,13.679138172241458 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24027.371130321768,76887750.0,23112250.0,3778,36164,12122.463303117866,13.87070529816819 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.083228460397,76741125.00000004,23258875.0,3885,36344,13477.834570480529,13.79199255709414 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24027.582229244977,76876500.0,23123500.0,3726,36126,12363.625632503949,13.778111900196421 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24092.36078006557,76706633.23529707,23293366.76470294,3818,36050,13312.032788360777,13.755811573314812 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.36026344481,76850749.99999993,23149250.0,3836,35810,12945.848814428635,13.768709158224818 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24100.182222682957,76687200.97589277,23312799.024107207,3828,35948,13351.657227928068,13.78748901236336 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.002945043838,76878000.00000009,23122000.0,3748,36116,12306.353427619579,13.724438950962252 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24064.458828101797,76777945.40774228,23222054.59225778,3767,35836,13166.619699296525,13.699790925057156 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.52659203738,76849000.00000003,23151000.0,3746,35886,12299.097212879635,13.724015057427476 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.28738902372,76712125.00000003,23287875.0,3762,36235,14014.773613997297,13.791362923317386 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24047.51108339941,76821125.00000004,23178875.0,3734,35675,12833.013810719014,13.750250133761005 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.313726671648,76727625.00000003,23272375.0,3834,36287,13727.174179818661,13.77783874902542 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24051.680131794514,76820117.35686786,23179882.64313215,3799,36003,13080.626618677297,13.748693929937241 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.151014499846,76796607.18565835,23203392.81434174,3677,36101,13128.56635326656,13.749145993167666 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.93730557063,76887625.00000007,23112375.0,3866,36075,12920.308957020436,13.721094679422162 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.081688718274,76852624.99999994,23147375.0,3850,35811,12567.80986581234,13.826909573511703 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.406848487244,76714250.00000001,23285750.0,3794,36220,14179.233973956434,13.799311125369268 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24049.688811009815,76823905.17971826,23176094.820281766,3779,35786,13072.902845825829,13.73307938772037 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.219084934193,76745624.99999993,23254375.0,3938,36327,13461.745388224477,13.746485227614166 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24095.31028428334,76700875.00000007,23299125.0,3825,36082,13627.455743386827,13.737017106413942 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.90483593902,76715124.99999993,23284875.0,3754,36267,13460.541141979258,13.736704391022544 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.179778359852,76720874.99999993,23279125.0,3774,36293,13436.644885320891,13.743847551075563 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.550302764324,76712250.0,23287750.0,3751,36247,13644.527558251435,13.718914333766302 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.05623198701,76669874.99999996,23330125.0,3634,36025,13486.741917085914,13.735115640484034 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24099.944131417495,76704624.99999997,23295375.0,3918,36019,13436.51722191232,13.811183092997634 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.378836312946,76859374.99999999,23140625.0,3754,35961,12382.541357858861,13.823012439875354 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.342543808016,76836043.17336026,23163956.82663972,3690,35859,13048.152188399492,13.723352228307919 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24090.98800039526,76701875.00000003,23298125.0,3762,36153,13605.696297699964,13.78240179502819 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.417483835314,76719750.00000001,23280250.0,3775,36283,13478.796865579068,13.732798893325466 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.81220178409,76853875.0,23146125.0,3786,35885,12917.239257614954,13.781359505845423 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24068.529095527192,76759044.44384181,23240955.556158166,3734,35826,13205.160770937086,13.739412770116294 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.488640586667,76733000.00000004,23267000.0,3818,36346,13306.050356348842,13.706753932307643 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24090.12854598938,76702749.99999997,23297250.0,3759,36163,13904.101411731972,13.767528779794992 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.07456900842,76699750.0,23300250.0,3770,36128,13534.681196032332,13.816903269432556 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.21160069127,76846837.04073016,23153162.95926982,3826,35929,13026.142347114413,13.798223994562582 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.882227216793,76723875.00000003,23276125.0,3770,36321,13703.854057184997,13.786717024111432 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.620463893698,76870874.99999999,23129125.0,3773,36034,12772.248729553105,13.807684877674847 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24076.117653121964,76713750.00000003,23286250.0,3593,36417,14196.396813529238,13.803090785775396 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.360817472978,76826500.00000007,23173500.0,3729,35723,12658.436141693453,13.738201771761087 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.632187502924,76846625.00000003,23153375.0,3758,35855,12950.426486777198,13.796825288284465 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.52324943485,76864375.00000004,23135625.0,3714,36041,12684.556606267242,13.757173257074793 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24078.608693072325,76731625.00000001,23268375.0,3736,36417,13773.417826592875,13.714369059125493 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.79882464603,76870000.00000001,23130000.0,3703,36097,12641.866513607238,13.854667066913361 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24077.71146093306,76756250.00000003,23243750.0,3850,36500,13653.114705202252,13.753941190211592 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24027.938389342835,76867625.00000007,23132375.0,3680,36101,12937.721331942894,13.814115933913765 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.39730564116,76826375.00000007,23173625.0,3656,35795,12151.117947184872,13.70939025120571 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,23999.562530334184,76958259.83340068,23041740.16659935,3736,35987,11703.939445858885,13.841049029350135 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.67691857529,76717000.00000001,23283000.0,3858,36178,14003.628566506963,13.745862065268344 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.66791741242,76844000.00000001,23156000.0,3768,35824,12663.449302858342,13.771892056488927 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24072.699006726645,76748208.95813783,23251791.04186207,3741,36003,13227.255476422708,13.845010283681658 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.60839710343,76807715.62599733,23192284.374002762,3748,35870,13105.915064307159,13.859926282046963 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24099.20787014842,76697749.99999996,23302250.0,3867,36015,13661.867823959397,13.809316681537185 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24096.59784815998,76700499.99999994,23299500.0,3845,36059,13535.739599333687,13.775208434029972 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.556334587378,76834000.0,23166000.0,3679,35833,12996.51959676693,13.719152516213892 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24053.816239339747,76825885.20451482,23174114.795485217,3872,36308,13068.865365095553,13.82306441781826 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24076.765393138143,76741738.5543089,23258261.44569114,3767,36001,13240.449316632736,13.765808999108364 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24020.04094370641,76910000.0,23090000.0,3797,36323,12836.716764039993,13.734979237143643 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24042.576000170582,76847000.00000001,23153000.0,3793,35823,12950.850017176908,13.773923615049284 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24089.96746772668,76724309.79559116,23275690.204408925,3866,36218,13275.988405638276,13.787016646800112 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24090.212406138795,76719750.0,23280250.0,3854,36204,14040.895238776664,13.695283552632825 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24079.900012417427,76741500.00000001,23258500.0,3808,36424,13402.006147351569,13.776690730391975 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.496962709665,76850875.0,23149125.0,3654,35993,12439.400187652262,13.80069327352301 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24086.4424354287,76730360.66876929,23269639.33123069,3842,35880,13263.650032956419,13.780738206793417 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.05604788718,76863239.55239391,23136760.44760613,3718,36177,12992.695884783448,13.812426274280506 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24082.138498902466,76709250.00000001,23290750.0,3669,36305,14293.437254026861,13.711111292097803 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24078.239974832595,76733999.99999997,23266000.0,3744,36428,13499.229052687813,13.816694623437376 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.917874107123,76814375.00000001,23185625.0,3636,35719,12761.07139886739,13.690499145552042 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24071.322593352947,76768749.99999993,23231250.0,3827,36623,13383.81188007322,13.803893674735214 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.451157566535,76709750.00000003,23290250.0,3765,36213,13616.194423171966,13.76991262666858 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.940501863166,76864500.0,23135500.0,3794,35962,12799.054272680645,13.741811405010335 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.08479661861,76874750.00000003,23125250.0,3772,36066,12346.900758209486,13.79333365904825 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24102.69398346024,76674124.99999996,23325875.0,3796,35897,13627.338784922222,13.751410370945663 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24059.491777161307,76805337.33153927,23194662.668460727,3846,36320,13110.764659151797,13.714092566563222 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24082.368586168413,76744846.81638646,23255153.183613617,3866,35981,13234.111240329361,13.766924218728258 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.24425006199,76838125.00000006,23161875.0,3781,35764,12654.879497339934,13.772086396514018 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.3868983491,76855375.00000003,23144625.0,3807,35876,12153.609939125487,13.759221123760534 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.623353570514,76720249.99999999,23279750.0,3813,36249,13352.929886027667,13.769451265848542 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.90546328854,76845500.00000001,23154500.0,3682,35922,12898.89083948959,13.82481974030902 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24023.177697463165,76899999.99999999,23100000.0,3786,36254,12588.213895177121,13.76199449107983 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.39807406642,76838875.00000001,23161125.0,3623,35928,12287.575677634279,13.757114165997782 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.373155262478,76879874.99999999,23120125.0,3786,36093,12784.415864735,13.732145515835917 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.886906445598,76852749.99999996,23147250.0,3696,35966,12440.958326552074,13.748169503525972 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.10381159175,76865874.99999996,23134125.0,3752,36015,12918.183055598689,13.7703582144819 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.14690773911,76714374.99999996,23285625.0,3741,36274,13593.286080840067,13.733814498392228 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.490926109356,76848250.00000006,23151750.0,3757,35869,12115.876550162104,13.833826337222932 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24066.236245454922,76782875.00000007,23217125.0,3821,36742,13779.250848648,13.68158996454783 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.37181589485,76882624.99999996,23117375.0,3789,36112,12676.064168330231,13.773216943421875 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.203339016818,76906624.99999996,23093375.0,3909,36184,12398.090893891655,13.865265853355085 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.49977324652,76714375.00000006,23285625.0,3798,36217,13899.993660197411,13.720748509283256 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.886124120203,76869875.0,23130125.0,3822,35977,12687.619192845752,13.826722724132939 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.972192578884,76732250.00000001,23267750.0,3866,36292,13770.820093475746,13.792209978965907 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.83015855652,76836625.00000007,23163375.0,3723,35810,12847.985147487656,13.859224814996788 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24050.290945931018,76835360.75969048,23164639.24030956,3857,35963,13049.543702307106,13.853819309563661 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.661494139564,76707125.0,23292875.0,3704,36253,13953.535357116356,13.730049706327218 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.67559816352,76832625.0,23167375.0,3752,35749,12733.897974034608,13.771535037567538 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.048682605888,76879000.00000001,23121000.0,3819,36053,12399.127721962153,13.812283896905026 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.970300687994,76854729.16886082,23145270.831139196,3754,36029,13010.04946014411,13.69394102623122 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.552465719717,76856375.00000003,23143625.0,3798,35893,12273.739056069242,13.836171011743987 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24080.24414851307,76725374.99999994,23274625.0,3720,36383,13482.939643639898,13.814023242897314 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.817604975124,76712999.99999997,23287000.0,3762,36242,13758.45846903657,13.723329570634242 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24054.484738324798,76792226.37865527,23207773.62134471,3695,36500,13137.499283747666,13.749962894906824 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.30230268115,76706625.00000001,23293375.0,3736,36217,13844.858510617603,13.702234800216916 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24042.715466758975,76832643.38572681,23167356.614273187,3724,35969,13055.08471625536,13.778339937289838 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.53272330331,76850250.00000004,23149750.0,3736,35906,12702.838841269315,13.80006484005506 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.251568495954,76892750.00000004,23107250.0,3856,36126,12660.808977064738,13.673671449331394 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.142552236608,76875249.99999997,23124750.0,3842,36000,12935.792124076923,13.769971458560494 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.948492849093,76856499.99999994,23143500.0,3733,35959,12778.756049616835,13.835025384004986 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.96227998502,76877624.99999997,23122375.0,3750,36111,12819.529702115511,13.747601672760336 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24054.158966563802,76812124.99999994,23187875.0,3791,35546,13090.47074123852,13.682703853308391 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.543974222837,76875499.99999999,23124500.0,3793,36051,12927.915748396988,13.765332889339563 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.891249621996,76861999.99999993,23138000.0,3791,35945,12788.475521809993,13.78180109821493 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24021.402822278964,76902249.99999997,23097750.0,3767,36291,12715.449010419248,13.766434748206049 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.657368280306,76842500.00000003,23157500.0,3754,35826,12377.242286718458,13.810742319204666 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24097.654161699364,76694750.0,23305250.0,3828,36030,13536.890301459393,13.807299249248368 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.812306772303,76852519.14549834,23147480.854501687,3845,35933,13014.555932363748,13.790594254251243 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24082.3496424147,76734875.00000001,23265125.0,3811,36368,13721.20609111352,13.749923430308936 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24078.06482297908,76739375.00000001,23260625.0,3769,36446,13352.45574912716,13.761572785529092 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.575140969366,76846604.45415363,23153395.54584626,3741,35932,13026.616615831897,13.801155738778021 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.494476759508,76890499.99999997,23109500.0,3877,36087,12752.751052983818,13.813429358039384 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.459818738,76859750.00000003,23140250.0,3721,35997,12534.909753107673,13.853393212545356 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24078.949663187315,76753500.00000003,23246500.0,3860,36468,13355.038400221874,13.735608350885181 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.3528895941,76826061.24452421,23173938.755475804,3779,35929,13068.506400830533,13.780258852755185 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.443663387076,76731624.99999997,23268375.0,3838,36315,13794.171454803442,13.766570396707026 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24026.65689627517,76898124.99999996,23101875.0,3831,36194,12258.800817312494,13.778039874057146 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.624917518937,76700000.00000013,23300000.0,3766,36134,13708.285508083427,13.783739641323878 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24061.036625221863,76782582.80446965,23217417.195530348,3742,36359,13157.163555131754,13.73925827597904 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.816183355935,76699999.99999999,23300000.0,3816,36084,13492.462335099553,13.719757914299356 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24042.867452465896,76827273.37811126,23172726.621888686,3694,35874,13066.034731784259,13.723726311384512 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.5870077474,76729250.0,23270750.0,3843,36291,13870.731746753967,13.766307761174106 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.85634745656,76728250.00000004,23271750.0,3950,36176,13504.443600101979,13.824706941586324 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.804248446097,76869624.99999991,23130375.0,3841,35956,12541.223741598349,13.840812915610162 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.563235853468,76705500.00000003,23294500.0,3811,36133,13555.207947716852,13.77681999521365 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24084.47080554511,76722624.99999996,23277375.0,3773,36308,13987.183010893217,13.716738112214315 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24051.453525202698,76822091.17008568,23177908.829914298,3811,35914,13076.60180401515,13.870716710501828 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24080.432158876145,76717625.0000001,23282375.0,3679,36362,14002.502750959504,13.727245412445646 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.505760876873,76859874.99999999,23140125.0,3893,35826,12241.167964814751,13.723427617383834 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.271680606114,76880625.00000003,23119375.0,3844,36041,12594.47347231364,13.772491829303123 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24098.273682164243,76703999.99999999,23296000.0,3889,36043,13494.78850357589,13.686746051150289 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.31406452294,76874124.99999994,23125875.0,3811,36022,12456.840469563493,13.840385627807647 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.22927118102,76891750.00000007,23108250.0,3861,36113,12507.96397595934,13.798629649387935 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.496263200588,76833794.60274911,23166205.39725087,3770,35815,13052.737262550672,13.865144593058737 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.294578720033,76845250.00000001,23154750.0,3721,35881,12881.009568839823,13.760974960168173 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24047.44200293219,76828750.00000001,23171250.0,3773,35697,12613.897764572901,13.883883563033788 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.779541388718,76848125.00000004,23151875.0,3761,35864,12729.586604427033,13.77735437855384 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24024.675587690315,76894250.00000001,23105750.0,3775,36219,12754.442307831692,13.787577465717836 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.572109877274,76836592.48112379,23163407.518876318,3838,35836,13047.032091563242,13.80184038267581 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24080.895043636512,76732874.99999999,23267125.0,3778,36385,14144.853582638985,13.790336922589036 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24107.356561168897,76685375.00000004,23314625.0,3929,35854,13504.395565310693,13.780261859575376 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.559119126585,76843125.0000001,23156875.0,3870,35715,12321.867767469397,13.770354559558665 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.109791959487,76901250.0000001,23098750.0,3881,36169,12845.158339764144,13.826139017593501 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.588803023496,76688124.99999997,23311875.0,3740,36065,13515.646531258099,13.69777535020593 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24047.837550803222,76842503.61163151,23157496.388368495,3858,35944,13034.978669019576,13.721485356075604 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24077.61862963393,76749063.98535186,23250936.014648147,3818,36296,13225.511985176376,13.823910363172017 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.214309378236,76838272.0456441,23161727.954355896,3738,36141,13043.60728122855,13.849864792831902 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.32662407077,76709750.00000001,23290250.0,3841,36137,13661.461239274035,13.746855315010707 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.104789622797,76905375.00000001,23094625.0,3903,36180,12836.732341596335,13.818266179446482 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.056736828763,76709749.99999999,23290250.0,3853,36125,13633.489803404504,13.74956038789222 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24106.891828714855,76674874.99999993,23325125.0,3867,35832,13661.55117147165,13.812384601498394 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24053.69039905368,76811278.21465108,23188721.785348926,3779,35899,13098.65056789028,13.759738703376868 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.881340749933,76831624.99999996,23168375.0,3735,35758,12332.158015747525,13.72841103920327 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24053.33704762341,76791789.39768061,23208210.602319453,3663,35771,13138.39033433844,13.751007600895717 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.023624830792,76724000.00000007,23276000.0,3727,36365,13791.639683874047,13.777215652379695 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.770058308575,76699499.99999996,23300500.0,3809,36087,13469.073237662978,13.708716714028958 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.638170718674,76857250.00000001,23142750.0,3861,35837,12588.80842239483,13.85553389034176 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.946507879187,76729875.00000001,23270125.0,3854,36285,13369.140043577496,13.79023180816302 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24051.931105797867,76800749.99999999,23199250.0,3693,35553,12997.283762186962,13.686462721105936 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.721762898564,76836933.44701806,23163066.5529819,3811,35922,13046.336825912844,13.78913205865369 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.612447275835,76845000.0,23155000.0,3748,35852,12629.3789799878,13.81326480150575 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.075682063904,76835750.0,23164250.0,3694,35832,12288.335278520117,13.764250146646425 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.15059426908,76869125.0,23130875.0,3694,36099,12857.287809952286,13.738050213118218 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.561765060214,76863625.00000004,23136375.0,3950,35799,12740.085541400034,13.772568750204188 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24076.025235407255,76738250.0,23261750.0,3730,36476,14329.889700812597,13.767016731784594 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24081.839867154325,76744769.30178642,23255230.698213555,3860,36043,13234.269300826558,13.735015554332998 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24065.0851607973,76769302.1097549,23230697.890245102,3730,36092,13184.244301337829,13.713815290144442 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24053.10044915041,76822074.78938313,23177925.210616883,3829,36396,13076.635206006473,13.800445265727449 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.60628514529,76722250.00000001,23277750.0,3835,36243,13551.00694855034,13.760441695849918 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24074.39374836829,76758339.71206024,23241660.287939757,3818,36222,13206.59779384362,13.706879528136755 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.07357411769,76849124.99999994,23150875.0,3718,35915,12156.79173576018,13.76827462258747 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24096.3620210681,76697249.99999999,23302750.0,3824,36054,13649.314316477648,13.764234396048378 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24077.35401379649,76751625.00000001,23248375.0,3823,36490,13898.053220755008,13.767240214343197 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.98327461033,76877124.99999997,23122875.0,3846,36011,12774.513081900766,13.740974906817662 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.06606830759,76877999.99999999,23122000.0,3852,36012,12513.1403787424,13.712173131979744 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.33392970864,76871874.99999999,23128125.0,3803,36012,12529.1843670075,13.748370851862978 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24023.213639904574,76874624.99999997,23125375.0,3645,36192,12688.694903736794,13.849779581002217 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.11901392444,76689124.99999999,23310875.0,3730,36083,13901.40972121978,13.688850273312086 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24027.445268958658,76883750.0,23116250.0,3762,36148,12552.709548724313,13.765200363000028 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.513350864163,76827000.0,23173000.0,3779,35677,12660.407630413116,13.79581302389859 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.718427660395,76884624.99999999,23115375.0,3879,36038,12816.246547605473,13.83708037197857 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,24021.74731647737,76911820.48763824,23088179.512361754,3835,35797,11798.634201184585,13.859793585737265 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24073.79513961985,76771475.1320398,23228524.867960136,3877,36335,13179.813278242797,13.82445606489738 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24075.754932887117,76745125.0,23254875.0,3759,36502,13703.498145056878,13.707818216461002 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,24018.894519053505,76906318.7195506,23093681.28044938,3752,35905,11809.85289030184,13.894222865061176 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.243366021547,76867125.00000001,23132875.0,3775,36002,12940.804740504991,13.767186645168076 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.925455182485,76843375.00000006,23156625.0,3746,35841,12708.085287636623,13.715054405267011 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.55932482815,76847500.00000001,23152500.0,3810,35810,12698.231155271878,13.75905906896595 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24007.76819881297,76950750.00000004,23049250.0,3827,36619,12045.673893492172,13.719711007639797 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.438242989934,76824071.76894782,23175928.231052164,3705,36073,13072.563152704082,13.754869205467681 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24076.52318916265,76738247.84356865,23261752.15643136,3747,36066,13247.567246354449,13.73106042408332 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24026.58649607876,76875874.99999999,23124125.0,3705,36142,12665.146852005162,13.73454874122328 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.643793511616,76859125.00000003,23140875.0,3784,35929,12619.975236037813,13.755721306101655 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24063.481307908714,76809214.82124826,23190785.178751707,3927,36138,13102.858046058014,13.848656883906571 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24062.70542061536,76783960.48329113,23216039.51670892,3776,36033,13154.354321780653,13.737665429469041 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.005442812286,76845750.00000003,23154250.0,3699,35907,12013.21777903207,13.731483825194328 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24079.219935080204,76764819.44211407,23235180.55788591,3929,35869,13193.384936471273,13.743638253059457 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24053.95517302063,76818154.50034131,23181845.499658693,3832,35986,13084.629091482793,13.830699263613415 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24096.636109349838,76693250.00000001,23306750.0,3810,36036,13432.930177605333,13.748134091344575 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24097.473563087242,76703124.99999999,23296875.0,3871,36054,13963.724083534358,13.711111888470262 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24100.975044313025,76673124.99999997,23326875.0,3764,35921,13520.628459581281,13.713009453247915 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.266596447218,76703124.99999997,23296875.0,3678,36247,14158.18928766072,13.811472912859497 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.517610043044,76845124.99999996,23154875.0,3748,35853,12180.199794794287,13.803017939780371 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24016.63319050479,76890625.00000003,23109375.0,3628,36337,12570.18977918999,13.80666757733631 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.09287918119,76709625.0,23290375.0,3746,36231,14084.938444728605,13.79341205638782 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.179147680556,76708000.00000001,23292000.0,3761,36203,13763.241710824977,13.699557463409416 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24068.815901297537,76757232.81771503,23242767.182284985,3723,36149,13208.85486890514,13.817779601461211 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24026.073431653975,76900625.0,23099375.0,3832,36213,12228.38598421988,13.826484893776843 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.256658366103,76842347.88579793,23157652.114202153,3800,35982,13035.296210523818,13.783204521207548 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24108.339443430632,76666874.99999999,23333125.0,3849,35786,13478.56790588924,13.740961822236772 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.875160639884,76879499.99999993,23120500.0,3762,36114,12865.035933208133,13.86545264557021 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.64448221234,76718750.00000004,23281250.0,3742,36308,13575.75545844497,13.692899190033916 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24068.168024906667,76752081.38131854,23247918.618681375,3689,36271,13219.359194518014,13.778181017290098 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.258129267975,76703500.00000003,23296500.0,3773,36155,13682.388989691835,13.800650799624092 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.176832944322,76724374.99999999,23275625.0,3795,36300,13793.866050302304,13.822190957532158 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24082.583021181857,76717967.33011031,23282032.66988962,3718,36312,13288.921365976172,13.732480852228052 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24059.73949474199,76784967.30383666,23215032.69616329,3726,35903,13152.301307819076,13.774280640389986 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.078196936385,76820000.00000001,23180000.0,3736,35664,13017.005758459429,13.80642547097484 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.295847072248,76852105.82129493,23147894.17870503,3778,36032,13015.398744286931,13.838533109948585 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24098.764170961924,76691624.99999997,23308375.0,3827,36006,13830.369623080338,13.738360983278666 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.03200860511,76733625.00000004,23266375.0,3816,36353,13515.560886215246,13.733598661583374 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24082.646595016766,76727625.00000001,23272375.0,3780,36341,13555.593399699392,13.709452412096477 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24057.139692387227,76811053.71290812,23188946.287091926,3836,35927,13099.108350773979,13.807169397763664 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24103.346100879196,76684500.00000001,23315500.0,3861,35915,13544.925458218515,13.766530043858832 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.954856569395,76711249.99999996,23288750.0,3733,36257,13705.333449406471,13.801323114042704 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24097.091285678496,76701375.0,23298625.0,3854,36057,13434.66671065277,13.793968933922358 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.815036126405,76858161.67249908,23141838.327500917,3816,36161,13003.05022088168,13.745068799309466 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24076.749834933667,76740499.99999999,23259500.0,3751,36473,13319.090193843609,13.736201169501406 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.39345728094,76864500.00000006,23135500.0,3780,35976,12564.912090635664,13.765997189289202 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.553660190988,76723624.99999994,23276375.0,3793,36296,14126.029408671282,13.7800134327245 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24061.155418694343,76779810.36286253,23220189.637137495,3728,36129,13162.816857850072,13.825396815458948 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24069.46855439355,76764293.1004686,23235706.89953131,3770,35898,13194.458202955035,13.88753283824009 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24062.235752600485,76800342.21782878,23199657.782171234,3860,36039,13120.950226215098,13.739323080504105 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24053.66154038731,76822124.99999991,23177875.0,3838,35579,12817.416068622331,13.80880551250486 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24021.89740275673,76888000.0,23112000.0,3698,36246,12796.877738786823,13.760746356578013 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.68371563786,76697374.99999991,23302625.0,3768,36111,14050.72895726761,13.688781244306067 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.23167032572,76699874.99999999,23300125.0,3759,36140,14065.78709007037,13.815498695550462 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.4642226125,76856249.99999999,23143750.0,3824,35866,12629.939460625577,13.832616045851173 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24075.328083096785,76749124.99999997,23250875.0,3782,36511,13474.002437584146,13.761398884003958 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24080.092506847235,76727250.00000001,23272750.0,3726,36392,13486.505226908497,13.774160040036024 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.180049570434,76704374.99999999,23295625.0,3744,36191,14275.28586359003,13.752074659369123 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.50645897819,76735125.00000006,23264875.0,3875,36306,13846.702288246292,13.800933680855943 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24111.632817721464,76636753.42562994,23363246.574370053,3738,36563,14549.525137682005,13.781164617945619 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24053.184439225126,76808500.00000004,23191500.0,3753,35555,12821.141583666846,13.71490261978459 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24074.19087504851,76760472.6752346,23239527.324765436,3826,35956,13202.24845552721,13.699290585354234 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24026.87255677822,76894375.00000006,23105625.0,3809,36186,12513.63290694661,13.826182566837494 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24076.444026402893,76745506.0594584,23254493.94054158,3776,36212,13232.766973730168,13.849084543926235 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24024.623379558052,76876374.99999999,23123625.0,3672,36179,12876.185699294858,13.806932295254104 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.531388399355,76870999.99999994,23129000.0,3785,36023,12861.803653026684,13.782716003979465 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24082.647252735944,76724875.00000009,23275125.0,3753,36346,13590.163541649157,13.767889944725468 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24049.2946255859,76824012.77138479,23175987.228615116,3792,36315,13072.683454997346,13.741274723043597 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.68709443392,76855045.02832374,23144954.9716762,3768,36111,13009.405389172238,13.77597688496792 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.199534939886,76707375.0,23292625.0,3771,36188,13500.64185836479,13.819456801761142 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.2759582665,76693124.99999996,23306875.0,3762,36083,13950.687130829914,13.684918891563568 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.472664237153,76871625.00000007,23128375.0,3775,36038,12691.669940037682,13.791737178751909 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.661130531495,76735875.00000003,23264125.0,3803,36384,13483.413068372909,13.803587976840188 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.1161875245,76853750.0,23146250.0,3889,35781,12771.278654150228,13.829738818152952 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24072.209892260365,76757904.72193612,23242095.278063893,3780,36235,13207.484784878923,13.875454417665152 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,23985.14548111755,76998249.99999997,23001750.0,3719,35647,11549.604574452385,13.82436645480453 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24027.705079070205,76875000.0000001,23125000.0,3716,36124,12413.452330665834,13.779510575133834 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24068.222946438542,76765349.36439598,23234650.635603957,3760,36433,13192.304368689749,13.82266292074787 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.675824928392,76886499.99999993,23113500.0,3825,36107,12546.748517420181,13.83209369163399 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24074.30825162792,76758259.4293328,23241740.570667204,3818,36244,13206.761498846532,13.720292477278225 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24080.329626802995,76732186.05011868,23267813.949881364,3763,36239,13259.927886629528,13.806985261586606 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.8707340673,76879124.99999996,23120875.0,3775,36098,12659.652337666392,13.736960773455042 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24096.608313263132,76710500.00000003,23289500.0,3901,36083,13553.756625022717,13.739960494121936 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.036135926453,76857875.00000003,23142125.0,3739,35964,12980.774110312865,13.80239640703121 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.995965925096,76848228.74975055,23151771.250249412,3826,35970,13023.304504698448,13.83937692677605 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.383085153564,76848124.99999999,23151875.0,3849,35776,12397.351715700763,13.803605113150116 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.470610529504,76726249.99999994,23273750.0,3748,36362,13403.203899570573,13.7411574119168 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24090.716311677665,76692500.00000003,23307500.0,3708,36132,13669.424943703969,13.758039452338702 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.1445775619,76845624.99999999,23154375.0,3750,35855,12543.893943143416,13.785508614796564 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.309961224528,76853374.99999999,23146625.0,3713,35954,12667.266445285662,13.793112451403692 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.945903949636,76831389.85941012,23168610.140589952,3888,36168,13057.640789471023,13.875538300750417 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.920622903264,76741250.0000001,23258750.0,3836,36394,13914.933139209299,13.758181295711546 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.604459939554,76883125.0,23116875.0,3776,36129,12884.281243345931,13.75977106990418 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.224943117304,76710249.99999996,23289750.0,3751,36231,13497.53039864497,13.76780792106457 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.00420879875,76840250.0,23159750.0,3813,35749,12624.816655520186,13.772713741419002 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24080.440077277726,76750276.75914341,23249723.2408567,3864,36375,13223.039010685294,13.818218463299054 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24027.95435439565,76869750.00000004,23130250.0,3692,36106,12751.819106893727,13.778008641197754 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.657647642638,76872625.00000004,23127375.0,3801,36020,12637.87957356375,13.749608801361862 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.461564892776,76855124.99999999,23144875.0,3783,35898,12116.354169112255,13.74850415798322 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.83714554515,76837999.99999999,23162000.0,3785,35759,12695.927608072438,13.782793805178057 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.068811072884,76842874.99999996,23157125.0,3684,35899,12263.496956591844,13.831573951002794 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.38214907189,76880624.99999999,23119375.0,3805,36080,12783.864232783577,13.772707271628619 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24067.28478394256,76773249.99999999,23226750.0,3786,36700,13914.297636241496,13.808212089413905 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24026.57945473299,76885499.99999994,23114500.0,3758,36166,12858.694921658596,13.764333332129928 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.847668269962,76714374.99999994,23285625.0,3782,36233,13837.158094604936,13.71520482740688 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.035165918856,76880750.00000013,23119250.0,3755,36131,12846.896643942613,13.830988868706882 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.35203687979,76875750.0,23124250.0,3744,36102,12883.892990159942,13.724112766642403 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24057.080647651263,76811604.41039565,23188395.58960434,3842,35937,13097.985420142932,13.762472302579027 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.41667603492,76851624.99999994,23148375.0,3665,35988,12802.101639654376,13.751501732118173 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,23996.281300306902,76975749.99999993,23024250.0,3773,35413,11560.08225540449,13.753986529550332 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.031490618214,76862125.00000004,23137875.0,3789,35948,12403.799930578558,13.76429880555141 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.40512520495,76869750.00000006,23130250.0,3748,36050,12517.587337983136,13.831569043552246 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24079.311736365427,76747434.44909516,23252565.550904803,3838,35907,13228.834782571283,13.723399734353102 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.374115660656,76681499.99999994,23318500.0,3687,36065,13814.36035139138,13.730790609178905 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.36276828078,76863625.00000004,23136375.0,3742,36007,12766.056486621204,13.781947254673836 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24023.659186145826,76876875.0,23123125.0,3668,36187,12718.95910027242,13.87582755316433 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24061.01666962983,76789609.387669,23210390.61233101,3780,36445,13142.83560614975,13.798565316334468 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.808140765846,76810399.46529065,23189600.534709312,3763,35796,13100.442431111187,13.714422674673875 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.472225249327,76873125.00000001,23126875.0,3791,36034,12805.90909175047,13.815494315085544 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.25640401128,76832264.92819563,23167735.071804393,3768,35858,13055.856431332953,13.759151756766002 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.13253727988,76749125.00000003,23250875.0,3866,36427,14068.044617439675,13.748526747718492 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24077.128906531947,76728250.0,23271750.0,3680,36446,13838.069066738253,13.789274419734626 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24026.2326447989,76885249.99999994,23114750.0,3749,36173,12063.080915176708,13.831049461519063 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24098.969353456632,76688625.00000003,23311375.0,3817,35992,13441.50921033861,13.76581998992565 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.06607736033,76714249.99999993,23285750.0,3674,36340,13553.631697374862,13.780889216398382 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.93155756568,76838087.20387113,23161912.79612886,3694,36011,13043.98419322364,13.783029659957625 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24057.67894760199,76806119.19356392,23193880.806436144,3818,36136,13109.170359492684,13.90071156869986 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24087.58930660109,76728859.03258383,23271140.967416126,3868,36018,13266.712028530123,13.74809029168519 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24090.4011575283,76701750.00000007,23298250.0,3749,36165,14140.401150925452,13.76517824413324 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24026.208801404224,76887124.99999999,23112875.0,3762,36175,12423.210036866598,13.812332799940467 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.52404648467,76700500.00000003,23299500.0,3794,36110,13645.12039685539,13.82186529263792 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.42554140219,76861374.99999999,23138625.0,3721,36010,12458.347280058562,13.82537780050571 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.38605569314,76723250.0,23276750.0,3809,36277,13390.024945108185,13.722877744397357 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.668698081732,76856184.1627571,23143815.837242953,3774,35925,13007.082573148973,13.796151344360814 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,24031.015132118344,76856678.26108326,23143321.73891668,3680,35593,11911.075054215664,13.873589675422645 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24027.747816059313,76872999.99999993,23127000.0,3715,36109,12021.028309732075,13.770950314421311 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.99022379635,76834375.00000001,23165625.0,3782,35733,12929.244128987533,13.812922727524661 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24042.358724783073,76858499.99999997,23141500.0,3856,35852,12798.394872087201,13.767114954253595 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.770126038286,76850249.99999999,23149750.0,3880,35762,12431.546282864929,13.756619441791612 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.980634530395,76860500.00000001,23139500.0,3801,35923,12690.496088053405,13.741137453284214 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.052467688034,76827278.47822973,23172721.52177027,3724,35857,13066.02433210137,13.763369874498116 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24079.431153416404,76740797.10496318,23259202.89503679,3804,35923,13242.369031778979,13.77167944728183 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,23987.925612358642,76993375.0,23006625.0,3738,35589,11604.102402719263,13.826341891247324 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.009362273384,76872625.00000004,23127375.0,3815,36006,12526.672782259257,13.834831502742114 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.058510423773,76711750.00000007,23288250.0,3736,36258,13579.172212607731,13.808130089037356 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.997435046196,76862500.00000003,23137500.0,3672,36068,12803.787928007514,13.762564724714077 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.975158442292,76730000.00000001,23270000.0,3802,36338,13556.441674394639,13.763558401463044 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.772607452713,76847750.00000003,23152250.0,3774,35848,12983.999839947952,13.763374238770531 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.839532706243,76818499.99999996,23181500.0,3793,35595,12595.530798408468,13.818766426724968 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24027.870060862475,76888250.00000001,23111750.0,3794,36152,12719.212972621004,13.754035955067483 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24102.071043129636,76679874.99999999,23320125.0,3820,35919,13722.836292320986,13.677818271272262 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.16860448856,76695999.99999993,23304000.0,3777,36091,13636.523565578264,13.6893120380999 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.310691958002,76865750.00000003,23134250.0,3760,36006,12944.328848393236,13.728921744524618 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24021.236048499526,76912124.99999997,23087875.0,3819,36318,12676.45204117631,13.768121119130013 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24074.21075622986,76753750.0,23246250.0,3787,36543,13805.835666635136,13.734059351492405 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24075.327455419334,76752696.6520082,23247303.34799184,3796,36486,13218.104592273754,13.809531267161613 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.67964159204,76850749.99999999,23149250.0,3694,35952,12475.000537259299,13.784315262908441 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.86475036438,76854759.11998212,23145240.88001791,3723,36275,13009.988386628607,13.797346333526267 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,23995.846095058318,76976499.91535799,23023500.08464204,3776,36019,11666.745982649814,13.877686605709043 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24025.34543718246,76892125.00000003,23107875.0,3774,36203,12425.704444886635,13.805531093898306 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.4695066578,76878313.08885482,23121686.91114519,3813,36318,12961.959343955305,13.782836221572072 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.397745575567,76846500.0,23153500.0,3803,35809,12802.89308903698,13.823827521083272 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.964275495135,76879999.99999997,23120000.0,3870,36010,12740.094406148744,13.803996180400588 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,24017.53891792516,76910845.82060206,23089154.179397963,3757,35917,11800.621650727651,13.77980442479038 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.588653516705,76865624.99999994,23134375.0,3852,35913,12570.885915300587,13.816459582505994 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24059.509945434816,76796489.61483195,23203510.385168005,3799,35811,13128.806092661052,13.823009825666704 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24099.52957645242,76669624.99999996,23330375.0,3728,35929,13874.011227691364,13.765185416065847 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.13317645601,76839500.00000004,23160500.0,3844,35712,12923.821404755381,13.762270860115454 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24098.77293366299,76700000.00000001,23300000.0,3877,36023,13622.308333371835,13.781354399462543 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.647948670907,76875623.59967819,23124376.400321834,3838,36114,12967.443497862892,13.803412398764868 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24078.42204597817,76744375.00000007,23255625.0,3798,36457,13602.17716507519,13.785130864115049 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24053.235765166133,76834624.99999996,23165375.0,3897,35620,13018.479468128058,13.83658268196594 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.80537742078,76870750.0,23129250.0,3771,36035,12014.397376617146,13.803001633310181 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.643192100757,76861875.0000001,23138125.0,3816,35919,12621.111202458698,13.782185212473856 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24070.316487875552,76771139.65577516,23228860.344224796,3822,35946,13180.497349955644,13.73127530565071 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.5326872537,76705374.99999999,23294625.0,3796,36147,14164.213847151688,13.76990382482299 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.537217938945,76844124.99999997,23155875.0,3739,35854,12715.868713424648,13.729762789685156 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.00936718892,76864000.00000001,23136000.0,3837,35915,12635.007723050723,13.725018491830754 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.18130945095,76843999.99999997,23156000.0,3785,35807,12858.437878837283,13.73426677456557 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.869971707332,76721875.0,23278125.0,3811,36264,13614.44110125468,13.728560864874392 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24096.672125089917,76700375.00000006,23299625.0,3842,36061,13522.254781701491,13.717303274079121 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.73734276145,76698643.8298661,23301356.17013392,3756,36179,14423.324034071898,13.73295753560208 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24082.71722475476,76724411.16915838,23275588.8308416,3761,36238,13275.781694174237,13.781694144377871 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24031.24854743806,76882500.00000004,23117500.0,3815,36085,12279.429112093303,13.753490861209642 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.281822309003,76813624.99999999,23186375.0,3701,35648,12615.985767946502,13.77935191826747 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.714385802858,76694375.0,23305625.0,3745,36110,13712.662417182075,13.821767004792637 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.68426519077,76710125.00000001,23289875.0,3818,36163,13550.805510031423,13.80045489282187 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24069.62778473049,76768353.40524694,23231646.594753034,3793,36344,13186.178810529991,13.813720286135196 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.20982199245,76854999.99999996,23145000.0,3819,35861,12614.227751890394,13.81948198750458 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.55116742111,76714250.00000001,23285750.0,3744,36270,13499.631227327558,13.748913738731444 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.69117000959,76871374.99999997,23128625.0,3904,35907,12860.868481365622,13.717204358798549 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24056.946479627433,76783789.1597499,23216210.840250093,3685,35905,13154.703668666454,13.79244092329802 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.413158806132,76839875.00000001,23160125.0,3817,35742,12534.57054851555,13.817363462384431 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24078.036545633386,76747628.8209921,23252371.179007836,3813,36190,13228.438437641762,13.75006382823268 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24102.23944578914,76672750.00000004,23327250.0,3782,35900,13658.504538201503,13.69996728706941 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.043703908297,76722625.00000004,23277375.0,3815,36266,13539.924841888938,13.789920122665349 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.030348966913,76841619.65913872,23158380.340861335,3716,35933,13036.781141979798,13.841718306827268 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,24010.2393846513,76922463.23685527,23077536.763144717,3715,35921,11776.932505853734,13.862297999209273 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24057.51536709174,76819354.86658765,23180645.133412253,3881,35937,13082.181417293305,13.768473936684762 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24042.51523278693,76846750.00000001,23153250.0,3795,35819,12989.150742740077,13.766377007213954 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24095.134925856226,76707750.0,23292250.0,3861,36101,13765.67041699275,13.78256633492043 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.716721073295,76843819.89072442,23156180.109275594,3841,35900,13032.29463623229,13.838593077193797 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24054.726693481643,76821946.08161879,23178053.918381255,3855,36253,13076.897654799699,13.749183244685733 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24082.077842742063,76735624.99999991,23264375.0,3807,36378,13386.566557902595,13.725270912401045 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24079.113932133132,76750750.00000001,23249250.0,3848,36458,13702.668092097574,13.746319539265267 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.09834614699,76709249.99999999,23290750.0,3772,36202,13612.864447362885,13.722101116018997 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24068.360782335414,76778333.13961892,23221666.86038108,3840,36077,13165.829072844104,13.744462922111971 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.42990702439,76709124.99999993,23290875.0,3739,36234,13934.859849626437,13.780967723710674 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.848541126197,76851169.11987844,23148830.88012159,3769,36124,13017.308777901497,13.816572884233086 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.468690157195,76688500.00000003,23311500.0,3732,36076,13657.073787111136,13.78012427425806 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.137538821375,76804193.88856505,23195806.111434925,3723,36223,13113.096260747203,13.7906235967183 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24077.862343141518,76756625.0,23243375.0,3858,36495,13323.424137249249,13.812716725152008 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.456376133603,76825874.99999999,23174125.0,3742,35705,12874.528622101583,13.75630730093922 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.657387698044,76723124.99999999,23276875.0,3888,36197,13825.073547895781,13.793237985590226 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24049.850962090328,76821844.69219163,23178155.307808302,3786,35877,13077.104398603618,13.859548587461761 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24027.442684147853,76855875.00000001,23144125.0,3610,36077,12969.597825596251,13.881796379287364 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.699184783185,76836375.0,23163625.0,3762,35769,12835.794045283877,13.733149196435843 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.06112446547,76866000.00000003,23134000.0,3830,35938,12797.47193564924,13.87556076458442 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24097.635620924793,76688250.00000003,23311750.0,3787,36019,13886.85480303801,13.766927596736112 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24095.4596484936,76681249.99999999,23318750.0,3721,36029,13770.725248574916,13.85911025718126 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.757401515835,76703375.00000003,23296625.0,3813,36114,14138.988335010885,13.782694992476133 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24092.241480678706,76714874.99999997,23285125.0,3849,36170,13467.922525755825,13.725276061044896 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.75675469407,76884249.99999999,23115750.0,3885,36029,12519.118730280266,13.812629052804015 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.18989430981,76706000.0,23294000.0,3836,36112,13392.196400051138,13.728748953080734 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.018306831687,76854500.0000001,23145500.0,3715,35961,12300.774930690022,13.84833812269405 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.99578877413,76886875.00000003,23113125.0,3826,36109,12914.63510306943,13.691763513259616 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.54696133457,76858000.00000001,23142000.0,3838,35866,12666.707294873971,13.80910776451038 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.038088156103,76888625.0,23111375.0,3989,35960,12905.599175950907,13.777324146834712 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.086327285313,76847124.99999997,23152875.0,3691,35926,12979.823497978654,13.815383707385825 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.033667106418,76832125.00000003,23167875.0,3758,35739,13013.846231504056,13.834194440443365 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24055.91332015413,76800387.34710991,23199612.652890127,3759,36208,13120.858202820642,13.756481348487178 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24025.590536995303,76911124.99999997,23088875.0,3885,36244,12616.409491192497,13.79793084003469 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24065.0327061435,76776936.29077917,23223063.7092208,3777,36496,13168.677395897217,13.776730255584644 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.942740095586,76829749.99999991,23170250.0,3795,35683,12896.108405897618,13.801670841685514 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24071.391390465902,76768069.82521543,23231930.174784496,3825,36384,13186.757060314887,13.74737383848191 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24071.64953659935,76764220.45187292,23235779.54812709,3802,36226,13194.606341152969,13.759378290715164 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.110112539485,76708124.99999999,23291875.0,3740,36225,13745.515826125584,13.658360247842392 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.81110139931,76730250.00000006,23269750.0,3782,36360,13407.326845804722,13.723680308502946 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.996892230753,76865999.99999991,23134000.0,3796,35972,12881.107061840416,13.75862767767258 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.09314083709,76706124.99999999,23293875.0,3757,36192,13523.208646537767,13.730216354821216 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.087667764245,76689375.00000003,23310625.0,3638,36177,13605.860795413619,13.724518757119942 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24080.61939489824,76733374.99999994,23266625.0,3777,36390,13601.700141482228,13.818645390184447 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24091.740361922017,76698787.25492176,23301212.745078214,3760,35866,13328.031575159519,13.769868955182682 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.918168780543,76872500.0,23127500.0,3817,36003,12526.231011517362,13.789290974202666 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24097.286123620474,76672250.00000006,23327750.0,3696,35982,14368.410060846405,13.780395277305146 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.695727720555,76863249.99999988,23136750.0,3764,35982,12904.321692020254,13.805707322314188 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24045.66243640553,76824749.99999997,23175250.0,3719,35719,12229.5609035803,13.787202081070587 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.33296258164,76712500.0,23287500.0,3859,36141,13348.910624762973,13.710855264504042 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.81023490295,76826073.62117809,23173926.378821906,3721,35810,13068.481163519436,13.742826244136532 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24095.179570964843,76716374.99999997,23283625.0,3906,36125,13692.700177298635,13.764456679232367 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24042.230718702373,76847374.99999994,23152625.0,3790,35829,12506.682519035838,13.74768953653533 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.755131794318,76831511.70581417,23168488.294185888,3748,36004,13057.392331719784,13.786320726058758 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.972731440597,76828625.0,23171375.0,3636,35833,12981.685177224845,13.75435578926892 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.024363846016,76845875.0000001,23154125.0,3812,35795,12456.930614702602,13.748535453474492 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.21593719318,76849500.0,23150500.0,3826,35810,12542.383315274448,13.807608117568302 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.08050810128,76727124.99999999,23272875.0,3859,36258,13679.938537705922,13.750411301369056 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24050.70299439128,76817499.99999993,23182500.0,3763,35617,12856.862108807387,13.634747496013897 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.57554487193,76854875.00000006,23145125.0,3809,35870,12741.874898548815,13.755531649138629 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24090.60084277359,76693982.68515852,23306017.31484146,3718,35975,13337.82860288902,13.764084495629373 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24046.295602401562,76831125.00000001,23168875.0,3773,35716,12950.15517508264,13.7715635219114 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24080.69677405406,76734749.99999997,23265250.0,3782,36396,14233.453407611032,13.772160447226115 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24067.80212562478,76778041.36673447,23221958.633265544,3825,36028,13166.424028725793,13.79131931222882 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.209848640978,76711250.00000001,23288750.0,3865,36125,13516.329157191974,13.75721087744838 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24072.943048824505,76764173.3239439,23235826.67605606,3829,36389,13194.702440002613,13.75732863897432 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24095.68498165541,76717625.0,23282375.0,3924,36117,13394.348136022174,13.783900747125628 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.104345472857,76866249.99999999,23133750.0,3734,36036,12572.449652228324,13.942023759744307 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.674416083377,76852499.99999997,23147500.0,3717,35943,12081.8271650605,13.794297432132518 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24070.700485217905,76754484.36002891,23245515.639971085,3742,35996,13214.459265862799,13.794706094943816 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.607060257076,76722624.99999991,23277375.0,3855,36226,13811.513432707128,13.74754468157584 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,24038.695386021333,76866409.00544173,23133590.994558275,3842,35893,11891.233033596449,13.82236147312043 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.242455182877,76812772.0980114,23187227.901988618,3768,35964,13095.604381149898,13.781173993887318 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.898075547615,76738000.00000001,23262000.0,3815,36389,13502.81852829729,13.743795587503598 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.18015035177,76892124.99999997,23107875.0,3885,36092,12470.47566666526,13.732152966532947 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24098.261578425947,76681375.0,23318625.0,3767,35984,14052.791635033673,13.742118784671604 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24078.92309146278,76743124.99999997,23256875.0,3797,36448,13706.040961080955,13.696230560706187 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.32208959784,76863000.0,23137000.0,3722,36022,12541.682351220838,13.817832712845545 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.14741561649,76851250.00000004,23148750.0,3767,35883,12703.6004885597,13.737707762397575 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24103.350682062865,76665749.99999997,23334250.0,3758,35868,13689.159623162066,13.775113313190968 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24080.799831544293,76735719.8060231,23264280.193976875,3797,35991,13252.722183248985,13.757846278720175 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.129122529735,76882875.00000004,23117125.0,3847,36056,12621.56906420842,13.777199605991479 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24041.658816034233,76858299.15008132,23141700.849918697,3851,35983,13002.76988949899,13.736108103708837 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24051.950182665176,76832808.86839902,23167191.131600972,3870,36050,13054.747279521602,13.84654221880635 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.21133149186,76888624.99999996,23111375.0,3891,36058,12852.43412798495,13.892103398864544 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24048.304916050583,76839716.8312595,23160283.1687404,3857,36156,13040.661210001528,13.748526845613839 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24049.842305971288,76809124.99999999,23190875.0,3701,35612,13009.804812257227,13.741018878326361 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24089.435286659827,76721552.1706427,23278447.82935724,3849,36056,13281.611495616726,13.795928762665731 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.400907907453,76871999.99999997,23128000.0,3740,36076,12617.338140434484,13.772749530855679 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24069.70668225744,76765326.82464875,23234673.175351202,3780,35830,13192.350329626819,13.759543517307858 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24084.54598953834,76743062.38363841,23256937.61636158,3890,35786,13237.749888111603,13.7959889202477 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.702744838218,76715000.0,23285000.0,3785,36235,13754.411704910126,13.787010349279274 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.10114715779,76856499.99999996,23143500.0,3692,36000,12423.365668533756,13.764849101021365 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.346343344543,76696124.99999999,23303875.0,3736,36133,13627.344552244465,13.721709191187044 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24090.1144937935,76723250.00000003,23276750.0,3870,36216,13761.177168019472,13.706313816356113 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.233237024844,76856250.00000003,23143750.0,3752,35938,12187.908802741349,13.733771998085798 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.453627950897,76854874.99999999,23145125.0,3865,35814,12493.049365973933,13.716984914631654 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.54069522871,76850000.00000001,23150000.0,3772,35868,13017.313175842997,13.749378604296936 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24049.450547640277,76833500.0,23166500.0,3833,35675,12822.472260423123,13.790571328486466 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.383177266674,76705375.00000001,23294625.0,3820,36123,13475.793314731753,13.769099049629968 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24101.315363367296,76682125.0,23317875.0,3824,35933,13959.732706317347,13.719907842353448 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24109.70667912758,76652374.99999997,23347625.0,3784,35735,13593.569048301319,13.684005051040652 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24052.487890382054,76834750.0,23165250.0,3885,35633,12925.771604619864,13.774659603641505 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.30930666473,76858954.98069985,23141045.019300207,3668,36183,13001.43258125456,13.776086072166715 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24091.57115181201,76703375.00000006,23296625.0,3780,36147,14009.755830949889,13.777696688257347 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24079.44011936333,76761125.00000004,23238875.0,3908,36481,13315.389599752023,13.694672813009879 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24063.071166934646,76779254.31297807,23220745.687021967,3753,36491,13163.950702586702,13.717202694884257 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24094.317253956047,76700500.00000007,23299500.0,3813,36091,13635.260014732046,13.706181658330387 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24096.72790460048,76695745.75374322,23304254.246256854,3812,36047,13334.23351890359,13.788959075904668 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.946670641773,76864874.99999999,23135125.0,3748,36011,12961.531253100571,13.846844351472496 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.08684979798,76873874.99999997,23126125.0,3776,36055,12964.621675042947,13.775261135091332 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24034.933304114562,76884004.55921349,23115995.440786414,3883,36189,12950.353831771266,13.86874222521623 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.317099349966,76864499.99999996,23135500.0,3844,35912,12460.866055782588,13.768293595576367 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24023.582326387503,76911000.00000001,23089000.0,3849,36279,12701.905290486879,13.829524223758874 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24096.36306969935,76691000.0,23309000.0,3779,36049,14174.884366125872,13.811055166363458 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.799295840665,76836750.00000001,23163250.0,3762,35772,12665.741076492419,13.740886350930408 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24074.24947531274,76771393.03126,23228606.968739983,3885,36062,13179.980690447439,13.848497099673947 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24069.016814297895,76787404.83381608,23212595.166183934,3896,36325,13147.33092545879,13.681385116828093 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.184998664656,76696750.00000004,23303250.0,3705,36169,13649.927111493638,13.740123789949743 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.29989888491,76846777.20239276,23153222.797607277,3748,36128,13026.264363835931,13.819544053683641 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24100.042282678558,76687874.99999999,23312125.0,3826,35977,13574.422037787666,13.773485211035284 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.734381316728,76837624.99999994,23162375.0,3687,35854,12879.836974817406,13.740097778723493 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24058.76779823972,76783001.01999299,23216998.980007008,3713,36055,13156.310769288013,13.7795148728925 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.295118216294,76843250.00000001,23156750.0,3690,35896,12840.940737439862,13.79440159410087 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24090.348726389682,76719625.00000004,23280375.0,3852,36205,13692.673944771628,13.771258573597313 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.748409424417,76867875.00000006,23132125.0,3818,35965,12438.451244166246,13.854447673168288 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24026.20114133203,76896000.0,23104000.0,3810,36198,12727.909931349152,13.815743656298377 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24051.756422747632,76821000.00000003,23179000.0,3800,35608,12455.08040602315,13.817383774359524 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24060.082062432648,76792650.30665885,23207349.693341114,3786,36103,13136.634849550332,13.76404454928297 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24040.11990452356,76868999.99999997,23131000.0,3879,35913,12570.977070219284,13.763539976606843 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.359223841708,76859750.00000001,23140250.0,3809,35909,12709.973771653795,13.774759594695531 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24095.683825632826,76691500.00000009,23308500.0,3781,36051,13824.895247438813,13.788395561455424 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.308968816313,76868375.00000001,23131625.0,3825,35962,12861.716434992693,13.89537156877159 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24083.60930246997,76733838.52673502,23266161.473264974,3831,36176,13256.558311406254,13.791247788191972 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24075.867236794984,76751660.92986621,23248339.070133716,3809,36241,13220.216539658279,13.682754737595218 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24062.625542856527,76785037.4203041,23214962.579695955,3782,36154,13152.15833289955,13.765709715398925 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24086.2632905278,76724719.98532835,23275280.0146717,3824,36202,13275.151985224278,13.739702686552995 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24064.573799392703,76778473.53727102,23221526.46272899,3778,36073,13165.542787128945,13.794388371320412 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24032.823338912036,76866750.0,23133250.0,3757,36017,12354.240963961,13.75102657793762 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24044.30313394007,76847649.97118597,23152350.02881402,3835,35930,13024.484695626476,13.759872744609439 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24074.4709882265,76746539.5843903,23253460.415609773,3755,36273,13230.659506690246,13.783523142036104 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24093.17251821251,76710750.00000001,23289250.0,3851,36135,13723.619172957713,13.752424864136113 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24079.635377034658,76742447.59456444,23257552.40543557,3810,36187,13239.00350829041,13.83278965605104 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24086.63728369646,76704999.99999997,23295000.0,3712,36228,13559.729178224734,13.722862399860698 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24039.51617824305,76822000.00000003,23178000.0,3612,35804,12641.776435113832,13.853411872639853 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.470250807026,76712000.00000001,23288000.0,3797,36199,13725.950674983993,13.688928813989312 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.422360628258,76716750.0,23283250.0,3793,36241,13715.801268434912,13.66424309889864 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24079.55970801631,76732624.99999999,23267375.0,3751,36410,13484.677741606096,13.743995798443551 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.709483051683,76863124.99999997,23136875.0,3811,35934,12792.648408815909,13.759007000574957 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24090.5064537804,76694625.00000004,23305375.0,3720,36137,14058.537713315882,13.722965934814654 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.36588688426,76745624.99999997,23254375.0,3877,36388,13675.121944894208,13.79578667435114 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24057.77214500514,76794162.45520425,23205837.544795737,3757,36264,13133.55141815896,13.888600426387752 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.05024622942,76876000.00000003,23124000.0,3836,36012,12926.984508498816,13.792917933235634 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.743770248537,76868000.00000007,23132000.0,3698,36086,12568.246136872622,13.815151797353774 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24087.7542564448,76725000.00000001,23275000.0,3843,36257,14073.17466243086,13.8421185607461 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24079.27817326297,76741374.99999999,23258625.0,3799,36432,13435.576845438674,13.798932786745658 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.225050662753,76869624.99999993,23130375.0,3709,36088,12900.934270835833,13.811395329754276 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24085.6273527252,76720499.99999999,23279500.0,3780,36284,13442.856345791739,13.76961768078626 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24098.821386922365,76689624.99999997,23310375.0,3823,35994,13825.338811898919,13.718059407474907 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24025.281238661843,76880874.99999997,23119125.0,3711,36176,12944.708708473026,13.773346761951878 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.626287486593,76869125.00000004,23130875.0,3851,35942,12124.119291738767,13.841658213999047 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24101.630965019285,76694125.0,23305875.0,3883,35970,13817.499758435115,13.69785481873506 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24083.842203686,76708875.00000007,23291125.0,3681,36290,13520.739567089813,13.79052052532687 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24076.900304344723,76741499.99999994,23258500.0,3753,36479,13329.180464079216,13.778871252941732 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.449789495666,76714624.99999994,23285375.0,3790,36227,13495.51175266576,13.732355949484152 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24068.035287225648,76760950.8821667,23239049.117833357,3728,36175,13201.27334083331,13.763893444836055 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.667380034552,76876499.99999996,23123500.0,3761,36091,12674.058026977571,13.773827719596717 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24036.248280775282,76863999.99999999,23136000.0,3793,35959,12897.49404136187,13.843966254776198 +Scenario_C,Balanced (Combined - Knee Point),139.0,154,24020.523231263,76911312.24779887,23088687.752201073,3812,35869,11799.670556164285,13.843833278459009 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24035.259969739156,76870124.99999993,23129875.0,3801,36000,12584.51552519953,13.871458977940248 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.752210025003,76862874.99999999,23137125.0,3808,35935,12823.967510389246,13.724343975745715 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.22720368892,76854625.00000006,23145375.0,3648,36029,12126.580116974137,13.80932684379148 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.568167738238,76873625.0,23126375.0,3804,36025,12635.548689926678,13.829205602412337 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.78583193429,76867625.0000001,23132375.0,3840,35941,12907.4079538144,13.775615538598936 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24029.453905389775,76897000.00000003,23103000.0,3865,36151,12489.878404991703,13.844401483426301 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24072.442153354434,76745067.23523687,23254932.764763147,3719,36242,13233.66178289681,13.750358330517065 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24075.601402347136,76748625.00000003,23251375.0,3776,36513,13953.041957105661,13.811974793480259 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24037.539217825317,76858499.99999996,23141500.0,3780,35928,12979.525928799945,13.85521101217352 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24088.24555659648,76706875.0,23293125.0,3751,36204,13999.368466238488,13.731442011311511 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24038.969021232526,76853125.00000004,23146875.0,3776,35889,12781.099414197999,13.87793291410171 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24065.197204477605,76780801.77500215,23219198.2249979,3796,36473,13160.795263263852,13.83832212898003 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24028.59175366971,76908125.00000006,23091875.0,3912,36193,12285.294119957942,13.771242527920107 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.5463060062,76875874.99999999,23124125.0,3767,36080,12156.062442228515,13.782516595051678 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24030.585571708638,76891125.00000006,23108875.0,3848,36121,12593.101802445075,13.872196692946847 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24080.74064393546,76738374.23100649,23261625.768993594,3805,36346,13247.309528953294,13.73778299604329 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24101.02367596439,76683125.0,23316875.0,3820,35945,13914.571783197749,13.719265561884619 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24081.089233704948,76712375.00000003,23287625.0,3663,36336,13879.111009815395,13.704253784827014 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24033.725697779475,76865249.99999999,23134750.0,3758,36004,12623.454899767323,13.81539863877716 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24075.910255801726,76757749.99999999,23242250.0,3829,36533,13341.37655257071,13.747050972595417 +Scenario_C,Balanced (Combined - Knee Point),139.0,156,24089.405439493567,76736374.99999999,23263625.0,3927,36264,13547.481584963187,13.742994126179543 +Scenario_C,Balanced (Combined - Knee 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Point),139.0,155,24042.67260432934,76855185.31883012,23144814.681169968,3854,36571,13009.119321938664,13.812343272832065 +Scenario_C,Balanced (Combined - Knee Point),139.0,155,24043.792157112755,76835874.99999997,23164125.0,3758,35769,12418.862807125362,13.724991064652109 diff --git a/p2/solution_changes.png b/p2/solution_changes.png deleted file mode 100644 index 89701cc..0000000 Binary files a/p2/solution_changes.png and /dev/null differ diff --git a/p2/uncertainty_analysis.py b/p2/uncertainty_analysis.py deleted file mode 100644 index 0458496..0000000 --- a/p2/uncertainty_analysis.py +++ /dev/null @@ -1,1207 +0,0 @@ -""" -Moon Colony Logistics - Uncertainty & Robustness Analysis (Task 2) -重构版 v2：方案A（聚合MC + 二项分布 + 一致性能量口径） - -核心改进（v2 审计后修正）： -1. 使用二项分布模拟发射成功/失败（而非除法倒推） -2. 复用任务一火箭能耗模型（保持能量口径一致） -3. 使用 Beta 分布替代 Normal+clip（更适合概率参数） -4. 完成时间分布使用期望值函数（修复采样单调性问题） -5. 添加条件能量均值 E[Energy|completed]（口径分离） -6. 修正电梯能量逻辑：能量∝交付量（效率影响交付而非能耗） -7. 结论表述改为"决策区间+风险偏好"而非单一断言 -8. 失败能量分阶段建模（引用来源说明） -""" - -import numpy as np -import matplotlib -matplotlib.use('Agg') -import matplotlib.pyplot as plt -from matplotlib import rcParams -from dataclasses import dataclass -from typing import List, Dict, Tuple, Optional -import pandas as pd -from scipy import stats -import warnings -warnings.filterwarnings('ignore') - -# 设置字体 -rcParams['font.sans-serif'] = ['Arial Unicode MS', 'DejaVu Sans', 'SimHei'] -rcParams['axes.unicode_minus'] = False - -np.random.seed(42) - -# ============== 物理常数（与任务一一致） ============== -G0 = 9.81 # m/s² -OMEGA_EARTH = 7.27e-5 # rad/s -R_EARTH = 6.371e6 # m - -# 任务参数 -TOTAL_PAYLOAD = 100e6 # 100 million metric tons - -# 太空电梯参数 -NUM_ELEVATORS = 3 -ELEVATOR_CAPACITY_PER_YEAR = 179000 # metric tons per elevator per year -TOTAL_ELEVATOR_CAPACITY = NUM_ELEVATORS * ELEVATOR_CAPACITY_PER_YEAR # 537,000 tons/year -ELEVATOR_SPECIFIC_ENERGY = 157.2e9 # J per metric ton - -# 火箭参数（与任务一一致） -PAYLOAD_PER_LAUNCH = 125 # metric tons per launch -ISP = 450 -SPECIFIC_FUEL_ENERGY = 15.5e6 # J/kg -ALPHA = 0.10 -NUM_STAGES = 3 -DELTA_V_BASE = 13300 # m/s - -# 失败发射能量损失比例（分阶段建模，参考 SpaceX/NASA 历史数据） -# 参考：FAA AST Commercial Space Transportation Report -FAILURE_ENERGY_FRACTIONS = { - 'pre_launch_abort': 0.05, # 发射前中止：仅燃料泵送等准备能量 - 'first_stage_fail': 0.35, # 一级飞行失败：约35%燃料已消耗 - 'upper_stage_fail': 0.70, # 上面级失败：大部分燃料已消耗 - 'orbit_fail': 1.00, # 轨道转移失败：全部能量损失 -} -# 加权平均失败能量比例（假设分布：50%一级,30%上面级,15%发射前,5%轨道） -WEIGHTED_FAILURE_ENERGY_RATIO = ( - 0.15 * FAILURE_ENERGY_FRACTIONS['pre_launch_abort'] + - 0.50 * FAILURE_ENERGY_FRACTIONS['first_stage_fail'] + - 0.30 * FAILURE_ENERGY_FRACTIONS['upper_stage_fail'] + - 0.05 * FAILURE_ENERGY_FRACTIONS['orbit_fail'] -) # ≈ 0.40 - - -# ============== 发射场定义（复用任务一） ============== -@dataclass -class LaunchSite: - name: str - short_name: str - latitude: float - - @property - def abs_latitude(self) -> float: - return abs(self.latitude) - - @property - def delta_v_loss(self) -> float: - v_equator = OMEGA_EARTH * R_EARTH - v_site = OMEGA_EARTH * R_EARTH * np.cos(np.radians(self.abs_latitude)) - return v_equator - v_site - - @property - def total_delta_v(self) -> float: - return DELTA_V_BASE + self.delta_v_loss - - -LAUNCH_SITES = sorted([ - LaunchSite("Kourou (French Guiana)", "Kourou", 5.2), - LaunchSite("Satish Dhawan (India)", "SDSC", 13.7), - LaunchSite("Boca Chica (Texas)", "Texas", 26.0), - LaunchSite("Cape Canaveral (Florida)", "Florida", 28.5), - LaunchSite("Vandenberg (California)", "California", 34.7), - LaunchSite("Wallops (Virginia)", "Virginia", 37.8), - LaunchSite("Taiyuan (China)", "Taiyuan", 38.8), - LaunchSite("Mahia (New Zealand)", "Mahia", 39.3), - LaunchSite("Baikonur (Kazakhstan)", "Baikonur", 45.6), - LaunchSite("Kodiak (Alaska)", "Alaska", 57.4), -], key=lambda x: x.abs_latitude) - -N_LAUNCH_SITES = len(LAUNCH_SITES) - - -# ============== 火箭能耗函数（复用任务一口径） ============== - -def fuel_ratio_multistage(delta_v: float) -> float: - """多级火箭燃料/载荷比（与任务一一致）""" - ve = ISP * G0 - delta_v_per_stage = delta_v / NUM_STAGES - R_stage = np.exp(delta_v_per_stage / ve) - - denominator = 1 - ALPHA * (R_stage - 1) - if denominator <= 0: - return np.inf - - k_stage = (R_stage - 1) / denominator - - total_fuel_ratio = 0 - remaining_ratio = 1.0 - - for _ in range(NUM_STAGES): - fuel_this_stage = remaining_ratio * k_stage - total_fuel_ratio += fuel_this_stage - remaining_ratio *= (1 + k_stage * (1 + ALPHA)) - - return total_fuel_ratio - - -def rocket_energy_per_launch(site: LaunchSite) -> float: - """单次发射的能量消耗 (J)，与任务一口径一致""" - k = fuel_ratio_multistage(site.total_delta_v) - fuel_mass = k * PAYLOAD_PER_LAUNCH * 1000 # kg - return fuel_mass * SPECIFIC_FUEL_ENERGY - - -# 预计算各站点能耗（按纬度排序，低纬优先） -SITE_ENERGIES = [rocket_energy_per_launch(site) for site in LAUNCH_SITES] -AVG_ROCKET_ENERGY_PER_LAUNCH = np.mean(SITE_ENERGIES) - - -# ============== 不确定性参数（使用 Beta 分布参数化） ============== - -def beta_params_from_mean_std(mean: float, std: float) -> Tuple[float, float]: - """从均值和标准差计算 Beta 分布的 α, β 参数""" - if std <= 0 or mean <= 0 or mean >= 1: - return (10, 10 * (1 - mean) / mean) # fallback - - var = std ** 2 - # Beta 分布: mean = α/(α+β), var = αβ/((α+β)²(α+β+1)) - # 反解: α = mean * ((mean*(1-mean)/var) - 1) - # β = (1-mean) * ((mean*(1-mean)/var) - 1) - common = (mean * (1 - mean) / var) - 1 - if common <= 0: - common = 1 # fallback - alpha = mean * common - beta = (1 - mean) * common - return (max(alpha, 0.5), max(beta, 0.5)) - - -@dataclass -class UncertaintyParams: - """ - 不确定性参数配置 - 使用均值和标准差定义，内部转换为 Beta 分布 - """ - # 火箭发射成功率 - rocket_success_rate: float = 0.97 - rocket_success_rate_std: float = 0.015 - - # 电梯可用率（故障/维护） - elevator_availability: float = 0.90 - elevator_availability_std: float = 0.04 - - # 天气/发射窗口可用因子 - weather_factor: float = 0.80 - weather_factor_std: float = 0.08 - - # 载荷损失率 - loss_rate: float = 0.01 - loss_rate_std: float = 0.005 - - # 电梯效率因子（缆绳摆动等） - elevator_efficiency: float = 0.95 - elevator_efficiency_std: float = 0.02 - - def sample(self, n: int) -> Dict[str, np.ndarray]: - """采样所有参数（使用 Beta 分布）""" - samples = {} - - # 火箭成功率 - a, b = beta_params_from_mean_std(self.rocket_success_rate, self.rocket_success_rate_std) - samples['rocket_success_rate'] = np.random.beta(a, b, n) - - # 电梯可用率 - a, b = beta_params_from_mean_std(self.elevator_availability, self.elevator_availability_std) - samples['elevator_availability'] = np.random.beta(a, b, n) - - # 天气因子 - a, b = beta_params_from_mean_std(self.weather_factor, self.weather_factor_std) - samples['weather_factor'] = np.random.beta(a, b, n) - - # 电梯效率 - a, b = beta_params_from_mean_std(self.elevator_efficiency, self.elevator_efficiency_std) - samples['elevator_efficiency'] = np.random.beta(a, b, n) - - # 损失率（使用三角分布，更适合小概率事件） - low = max(0, self.loss_rate - 2 * self.loss_rate_std) - high = min(0.1, self.loss_rate + 2 * self.loss_rate_std) - mode = self.loss_rate - samples['loss_rate'] = np.random.triangular(low, mode, high, n) - - return samples - - def __str__(self): - return (f"Rocket Success: {self.rocket_success_rate:.1%} (σ={self.rocket_success_rate_std:.1%})\n" - f"Elevator Avail: {self.elevator_availability:.1%} (σ={self.elevator_availability_std:.1%})\n" - f"Weather Factor: {self.weather_factor:.1%} (σ={self.weather_factor_std:.1%})\n" - f"Loss Rate: {self.loss_rate:.2%} (σ={self.loss_rate_std:.2%})\n" - f"Elevator Efficiency: {self.elevator_efficiency:.1%} (σ={self.elevator_efficiency_std:.1%})") - - -# ============== 确定性基准计算（任务一口径） ============== - -def calculate_deterministic(completion_years: float) -> Optional[Dict]: - """确定性方案计算（任务一基准）""" - elevator_payload = min(TOTAL_ELEVATOR_CAPACITY * completion_years, TOTAL_PAYLOAD) - elevator_energy = elevator_payload * ELEVATOR_SPECIFIC_ENERGY - - remaining_payload = TOTAL_PAYLOAD - elevator_payload - - if remaining_payload <= 0: - return { - 'years': completion_years, - 'elevator_payload': elevator_payload, - 'rocket_payload': 0, - 'elevator_energy_PJ': elevator_energy / 1e15, - 'rocket_energy_PJ': 0, - 'total_energy_PJ': elevator_energy / 1e15, - 'successful_launches': 0, - 'total_launches': 0, - 'failed_launches': 0, - } - - # 按低纬优先分配 - days_available = int(completion_years * 365) - max_launches_per_site = days_available - - rocket_energy = 0 - remaining = remaining_payload - successful_launches = 0 - - for i, site in enumerate(LAUNCH_SITES): - if remaining <= 0: - break - launches_needed = int(np.ceil(remaining / PAYLOAD_PER_LAUNCH)) - allocated = min(launches_needed, max_launches_per_site) - rocket_energy += allocated * SITE_ENERGIES[i] - remaining -= allocated * PAYLOAD_PER_LAUNCH - successful_launches += allocated - - if remaining > 0: - return None # 无法完成 - - return { - 'years': completion_years, - 'elevator_payload': elevator_payload, - 'rocket_payload': TOTAL_PAYLOAD - elevator_payload, - 'elevator_energy_PJ': elevator_energy / 1e15, - 'rocket_energy_PJ': rocket_energy / 1e15, - 'total_energy_PJ': (elevator_energy + rocket_energy) / 1e15, - 'successful_launches': successful_launches, - 'total_launches': successful_launches, - 'failed_launches': 0, - } - - -# ============== 方案A：聚合MC + 二项分布 ============== - -def monte_carlo_binomial( - target_years: float, - params: UncertaintyParams, - n_simulations: int = 2000, -) -> Dict: - """ - 方案A：聚合蒙特卡洛模拟（使用二项分布） - - 核心逻辑： - 1. 采样参数（Beta/三角分布） - 2. 计算可尝试发射次数 N_try = 365 * T * weather * N_sites - 3. 成功次数 N_succ ~ Binomial(N_try, p_success) - 4. 实际交付 = N_succ * payload * (1 - loss) - 5. 判定完成：电梯 + 火箭 >= 总量 - """ - # 采样参数 - samples = params.sample(n_simulations) - p_success = samples['rocket_success_rate'] - elevator_avail = samples['elevator_availability'] - weather = samples['weather_factor'] - loss_rate = samples['loss_rate'] - elevator_eff = samples['elevator_efficiency'] - - # 电梯交付 - effective_elevator_capacity = TOTAL_ELEVATOR_CAPACITY * elevator_avail * elevator_eff - elevator_payload = np.minimum(effective_elevator_capacity * target_years, TOTAL_PAYLOAD) - - # 火箭需要补的量 - remaining_needed = TOTAL_PAYLOAD - elevator_payload - remaining_needed = np.maximum(remaining_needed, 0) - - # 可尝试发射次数 - n_try = np.floor(target_years * 365 * weather * N_LAUNCH_SITES).astype(int) - n_try = np.maximum(n_try, 0) - - # 成功发射次数（二项分布） - n_success = np.zeros(n_simulations, dtype=int) - for i in range(n_simulations): - if n_try[i] > 0: - n_success[i] = np.random.binomial(n_try[i], p_success[i]) - - # 火箭实际交付（考虑损失） - rocket_payload = n_success * PAYLOAD_PER_LAUNCH * (1 - loss_rate) - - # 判定完成 - total_delivered = elevator_payload + rocket_payload - completed = total_delivered >= TOTAL_PAYLOAD - - # 实际使用的火箭载荷（不超过需求） - actual_rocket_payload = np.minimum(rocket_payload, remaining_needed) - actual_rocket_payload = np.where(completed, remaining_needed, rocket_payload) - - # 实际成功发射次数（满足需求所需的最小次数） - needed_success = np.ceil(remaining_needed / (PAYLOAD_PER_LAUNCH * (1 - loss_rate))).astype(int) - actual_success = np.minimum(n_success, needed_success) - actual_success = np.where(completed, needed_success, n_success) - - # 失败发射次数 = 尝试 - 成功（但只计算到满足需求为止） - # 使用期望值估算：尝试次数 ≈ 成功次数 / 成功率 - estimated_tries = np.where(p_success > 0, actual_success / p_success, 0) - failed_launches = np.maximum(estimated_tries - actual_success, 0) - - # 能量计算（保持与任务一口径一致） - # 电梯能量：能量∝实际交付量（效率影响交付量而非能耗本身） - # 修正逻辑：电梯消耗的能量 = 实际交付量 × 单位能量 - elevator_energy = elevator_payload * ELEVATOR_SPECIFIC_ENERGY - - # 火箭能量：使用加权平均（低纬优先分配） - rocket_energy = np.zeros(n_simulations) - for i in range(n_simulations): - if actual_success[i] > 0: - remaining_launches = int(actual_success[i]) - max_per_site = int(target_years * 365 * weather[i]) - for j, site_energy in enumerate(SITE_ENERGIES): - if remaining_launches <= 0: - break - allocated = min(remaining_launches, max_per_site) - rocket_energy[i] += allocated * site_energy - remaining_launches -= allocated - - # 失败发射能量（分阶段加权平均，参考 FAA 数据） - failed_energy = failed_launches * AVG_ROCKET_ENERGY_PER_LAUNCH * WEIGHTED_FAILURE_ENERGY_RATIO - - total_energy = (elevator_energy + rocket_energy + failed_energy) / 1e15 # PJ - - # 条件能量均值：E[Energy | completed]（只算完成的模拟） - completed_mask = completed.astype(bool) - if np.sum(completed_mask) > 0: - energy_given_completed = np.mean(total_energy[completed_mask]) - energy_given_completed_p95 = np.percentile(total_energy[completed_mask], 95) - else: - energy_given_completed = np.nan - energy_given_completed_p95 = np.nan - - # 统计 - return { - 'target_years': target_years, - 'n_simulations': n_simulations, - 'completion_probability': np.mean(completed), - 'energy_mean': np.mean(total_energy), # 无条件均值 - 'energy_std': np.std(total_energy), - 'energy_p5': np.percentile(total_energy, 5), - 'energy_p50': np.percentile(total_energy, 50), - 'energy_p95': np.percentile(total_energy, 95), - # 新增：条件能量（只算完成的模拟） - 'energy_given_completed': energy_given_completed, - 'energy_given_completed_p95': energy_given_completed_p95, - 'avg_successful_launches': np.mean(actual_success), - 'avg_failed_launches': np.mean(failed_launches), - 'avg_elevator_payload': np.mean(elevator_payload), - 'avg_rocket_payload': np.mean(actual_rocket_payload), - 'raw': { - 'completed': completed, - 'total_energy': total_energy, - 'elevator_payload': elevator_payload, - 'rocket_payload': actual_rocket_payload, - 'successful_launches': actual_success, - 'failed_launches': failed_launches, - 'n_try': n_try, - 'n_success': n_success, - } - } - - -def find_completion_time_distribution( - params: UncertaintyParams, - n_simulations: int = 2000, - year_step: float = 1.0, - max_years: float = 300, -) -> Dict: - """ - 计算真实的完成时间分布（v2 修正：使用期望值函数保证单调性） - - 方法：对每次模拟，使用期望交付函数计算完成时间 - D(t) = elevator(t) + E[rocket(t)] 是单调递增的 - 找 T = inf{t: D(t) >= M} - """ - samples = params.sample(n_simulations) - completion_times = np.full(n_simulations, np.nan) - completion_energies = np.full(n_simulations, np.nan) - - for i in range(n_simulations): - p_s = samples['rocket_success_rate'][i] - e_a = samples['elevator_availability'][i] - w_f = samples['weather_factor'][i] - l_r = samples['loss_rate'][i] - e_e = samples['elevator_efficiency'][i] - - # 定义单调递增的交付函数（使用期望值保证单调性） - def expected_delivery(t): - # 电梯交付 - elev_cap = TOTAL_ELEVATOR_CAPACITY * e_a * e_e - elev_payload = min(elev_cap * t, TOTAL_PAYLOAD) - - # 火箭交付能力（使用期望值 = n_try * p_success） - n_try = t * 365 * w_f * N_LAUNCH_SITES - expected_success = n_try * p_s - rocket_payload = expected_success * PAYLOAD_PER_LAUNCH * (1 - l_r) - - return elev_payload + rocket_payload - - # 二分搜索完成时间（现在函数是单调的） - low, high = 50.0, max_years - - while high - low > 1.0: - mid = (low + high) / 2 - if expected_delivery(mid) >= TOTAL_PAYLOAD: - high = mid - else: - low = mid - - completion_times[i] = high - - # 计算该时间点的能量 - elev_cap = TOTAL_ELEVATOR_CAPACITY * e_a * e_e - elev_payload = min(elev_cap * high, TOTAL_PAYLOAD) - remaining = TOTAL_PAYLOAD - elev_payload - - # 电梯能量（能量∝交付量） - elev_energy = elev_payload * ELEVATOR_SPECIFIC_ENERGY - - if remaining > 0: - needed_success = int(np.ceil(remaining / (PAYLOAD_PER_LAUNCH * (1 - l_r)))) - rocket_energy = needed_success * AVG_ROCKET_ENERGY_PER_LAUNCH - # 估算失败 - estimated_tries = needed_success / p_s if p_s > 0 else needed_success - failed = max(0, estimated_tries - needed_success) - failed_energy = failed * AVG_ROCKET_ENERGY_PER_LAUNCH * WEIGHTED_FAILURE_ENERGY_RATIO - else: - rocket_energy = 0 - failed_energy = 0 - - completion_energies[i] = (elev_energy + rocket_energy + failed_energy) / 1e15 - - return { - 'completion_times': completion_times, - 'completion_energies': completion_energies, - 'time_mean': np.nanmean(completion_times), - 'time_std': np.nanstd(completion_times), - 'time_p5': np.nanpercentile(completion_times, 5), - 'time_p50': np.nanpercentile(completion_times, 50), - 'time_p95': np.nanpercentile(completion_times, 95), - 'energy_mean': np.nanmean(completion_energies), - 'energy_p95': np.nanpercentile(completion_energies, 95), - } - - -# ============== 可靠性曲线 ============== - -def compute_reliability_curve( - params: UncertaintyParams, - year_range: Tuple[float, float] = (100, 220), - n_points: int = 25, - n_simulations: int = 2000, -) -> pd.DataFrame: - """计算可靠性曲线：P(complete) vs T""" - years = np.linspace(year_range[0], year_range[1], n_points) - - results = [] - for y in years: - mc = monte_carlo_binomial(y, params, n_simulations) - results.append({ - 'years': y, - 'prob': mc['completion_probability'], - 'energy_mean': mc['energy_mean'], - 'energy_p95': mc['energy_p95'], - }) - - return pd.DataFrame(results) - - -def find_reliable_timeline( - params: UncertaintyParams, - target_prob: float = 0.95, - n_simulations: int = 2000, -) -> float: - """找到达到目标可靠性的最短时间""" - low, high = 100, 250 - - while high - low > 1: - mid = (low + high) / 2 - mc = monte_carlo_binomial(mid, params, n_simulations) - if mc['completion_probability'] >= target_prob: - high = mid - else: - low = mid - - return high - - -# ============== 风险约束膝点分析（回答 solution changes） ============== - -def pareto_with_risk_constraint( - params: UncertaintyParams, - reliability_threshold: float = 0.95, - year_range: Tuple[float, float] = (100, 200), - n_points: int = 30, - n_simulations: int = 2000, -) -> pd.DataFrame: - """ - 在 (T, E_p95) 空间上找 Pareto 前沿，加约束 P(complete) >= threshold - 这回答了"在不完美系统下，最优策略如何变化" - """ - years = np.linspace(year_range[0], year_range[1], n_points) - - results = [] - for y in years: - mc = monte_carlo_binomial(y, params, n_simulations) - det = calculate_deterministic(y) - - results.append({ - 'years': y, - 'prob': mc['completion_probability'], - 'feasible': mc['completion_probability'] >= reliability_threshold, - 'energy_mean_mc': mc['energy_mean'], - 'energy_p95_mc': mc['energy_p95'], - 'energy_det': det['total_energy_PJ'] if det else np.nan, - 'energy_increase_pct': ((mc['energy_mean'] / det['total_energy_PJ'] - 1) * 100) if det else np.nan, - }) - - return pd.DataFrame(results) - - -def find_knee_point_with_risk(df: pd.DataFrame) -> Dict: - """ - 在可行域内找膝点（最大曲率法） - """ - feasible = df[df['feasible']].copy() - - if len(feasible) < 3: - return {'knee_years': np.nan, 'knee_energy': np.nan} - - T = feasible['years'].values - E = feasible['energy_p95_mc'].values - - # 归一化 - T_norm = (T - T.min()) / (T.max() - T.min() + 1e-10) - E_norm = (E - E.min()) / (E.max() - E.min() + 1e-10) - - # 最大距离法 - p1 = np.array([T_norm[0], E_norm[0]]) - p2 = np.array([T_norm[-1], E_norm[-1]]) - line_vec = p2 - p1 - line_len = np.linalg.norm(line_vec) - - if line_len < 1e-10: - return {'knee_years': T[len(T)//2], 'knee_energy': E[len(E)//2]} - - line_unit = line_vec / line_len - - distances = [] - for i in range(len(T)): - point = np.array([T_norm[i], E_norm[i]]) - point_vec = point - p1 - proj_len = np.dot(point_vec, line_unit) - proj_point = p1 + proj_len * line_unit - dist = np.linalg.norm(point - proj_point) - distances.append(dist) - - knee_idx = np.argmax(distances) - - return { - 'knee_years': feasible.iloc[knee_idx]['years'], - 'knee_energy_p95': feasible.iloc[knee_idx]['energy_p95_mc'], - 'knee_energy_mean': feasible.iloc[knee_idx]['energy_mean_mc'], - 'knee_prob': feasible.iloc[knee_idx]['prob'], - } - - -# ============== 敏感性分析 ============== - -def sensitivity_analysis( - base_params: UncertaintyParams, - target_years: float = 139, - n_simulations: int = 2000, -) -> pd.DataFrame: - """敏感性分析""" - results = [] - - # 基准 - base = monte_carlo_binomial(target_years, base_params, n_simulations) - det = calculate_deterministic(target_years) - results.append({ - 'Parameter': 'Baseline', - 'Value': '-', - 'Completion Prob': base['completion_probability'], - 'Energy Mean (PJ)': base['energy_mean'], - 'Energy P95 (PJ)': base['energy_p95'], - 'vs Deterministic': f"+{(base['energy_mean']/det['total_energy_PJ']-1)*100:.1f}%" if det else 'N/A', - }) - - # 火箭成功率 - for rate in [0.93, 0.95, 0.97, 0.99]: - p = UncertaintyParams(rocket_success_rate=rate) - r = monte_carlo_binomial(target_years, p, n_simulations) - results.append({ - 'Parameter': 'Rocket Success Rate', - 'Value': f'{rate:.0%}', - 'Completion Prob': r['completion_probability'], - 'Energy Mean (PJ)': r['energy_mean'], - 'Energy P95 (PJ)': r['energy_p95'], - 'vs Deterministic': f"+{(r['energy_mean']/det['total_energy_PJ']-1)*100:.1f}%" if det else 'N/A', - }) - - # 电梯可用率 - for avail in [0.80, 0.85, 0.90, 0.95]: - p = UncertaintyParams(elevator_availability=avail) - r = monte_carlo_binomial(target_years, p, n_simulations) - results.append({ - 'Parameter': 'Elevator Availability', - 'Value': f'{avail:.0%}', - 'Completion Prob': r['completion_probability'], - 'Energy Mean (PJ)': r['energy_mean'], - 'Energy P95 (PJ)': r['energy_p95'], - 'vs Deterministic': f"+{(r['energy_mean']/det['total_energy_PJ']-1)*100:.1f}%" if det else 'N/A', - }) - - # 天气因子 - for weather in [0.70, 0.75, 0.80, 0.85, 0.90]: - p = UncertaintyParams(weather_factor=weather) - r = monte_carlo_binomial(target_years, p, n_simulations) - results.append({ - 'Parameter': 'Weather Factor', - 'Value': f'{weather:.0%}', - 'Completion Prob': r['completion_probability'], - 'Energy Mean (PJ)': r['energy_mean'], - 'Energy P95 (PJ)': r['energy_p95'], - 'vs Deterministic': f"+{(r['energy_mean']/det['total_energy_PJ']-1)*100:.1f}%" if det else 'N/A', - }) - - return pd.DataFrame(results) - - -# ============== 情景分析 ============== - -def scenario_comparison(target_years: float = 139, n_simulations: int = 2000) -> Dict: - """情景对比：乐观/基准/悲观""" - scenarios = { - 'Optimistic': UncertaintyParams( - rocket_success_rate=0.99, - elevator_availability=0.95, - weather_factor=0.90, - loss_rate=0.005, - elevator_efficiency=0.98, - ), - 'Baseline': UncertaintyParams(), - 'Pessimistic': UncertaintyParams( - rocket_success_rate=0.93, - elevator_availability=0.80, - weather_factor=0.70, - loss_rate=0.02, - elevator_efficiency=0.90, - ), - } - - results = {} - det = calculate_deterministic(target_years) - - for name, params in scenarios.items(): - mc = monte_carlo_binomial(target_years, params, n_simulations) - results[name] = { - 'params': params, - 'mc': mc, - 'det': det, - } - - return results - - -# ============== 可视化 ============== - -def plot_monte_carlo_results( - mc_result: Dict, - params: UncertaintyParams, - det_result: Dict, - save_path: str = '/Volumes/Files/code/mm/20260130_b/p2/monte_carlo_results.png' -): - """绘制蒙特卡洛结果""" - fig, axes = plt.subplots(2, 2, figsize=(14, 12)) - raw = mc_result['raw'] - - # 图1：能量分布（对比确定性） - ax1 = axes[0, 0] - energies = raw['total_energy'] - ax1.hist(energies, bins=40, color='steelblue', alpha=0.7, edgecolor='white', label='MC Distribution') - ax1.axvline(mc_result['energy_mean'], color='red', linestyle='--', linewidth=2, - label=f'MC Mean: {mc_result["energy_mean"]:.0f} PJ') - ax1.axvline(mc_result['energy_p95'], color='orange', linestyle=':', linewidth=2, - label=f'MC P95: {mc_result["energy_p95"]:.0f} PJ') - ax1.axvline(det_result['total_energy_PJ'], color='green', linestyle='-', linewidth=2, - label=f'Deterministic: {det_result["total_energy_PJ"]:.0f} PJ') - ax1.set_xlabel('Total Energy (PJ)', fontsize=12) - ax1.set_ylabel('Frequency', fontsize=12) - ax1.set_title('Energy Distribution: MC vs Deterministic', fontsize=13) - ax1.legend() - ax1.grid(True, alpha=0.3) - - # 图2：发射次数分布 - ax2 = axes[0, 1] - success = raw['successful_launches'] - failed = raw['failed_launches'] - ax2.hist(success, bins=30, color='seagreen', alpha=0.6, label='Successful', edgecolor='white') - ax2.hist(failed, bins=30, color='red', alpha=0.6, label='Failed', edgecolor='white') - ax2.axvline(det_result['successful_launches'], color='green', linestyle='--', linewidth=2, - label=f'Det. Launches: {det_result["successful_launches"]:.0f}') - ax2.set_xlabel('Number of Launches', fontsize=12) - ax2.set_ylabel('Frequency', fontsize=12) - ax2.set_title(f'Launch Distribution\n(Avg Success: {mc_result["avg_successful_launches"]:.0f}, ' - f'Avg Failed: {mc_result["avg_failed_launches"]:.0f})', fontsize=13) - ax2.legend() - ax2.grid(True, alpha=0.3) - - # 图3：尝试vs成功散点图 - ax3 = axes[1, 0] - ax3.scatter(raw['n_try'], raw['n_success'], alpha=0.3, c='purple', s=10) - ax3.plot([0, max(raw['n_try'])], [0, max(raw['n_try'])], 'k--', alpha=0.5, label='100% success') - ax3.set_xlabel('Attempted Launches', fontsize=12) - ax3.set_ylabel('Successful Launches', fontsize=12) - ax3.set_title('Binomial: Attempts vs Successes', fontsize=13) - ax3.legend() - ax3.grid(True, alpha=0.3) - - # 图4：统计信息 - ax4 = axes[1, 1] - ax4.axis('off') - - energy_increase = (mc_result['energy_mean'] / det_result['total_energy_PJ'] - 1) * 100 - - info_text = ( - f"Monte Carlo Simulation (Binomial Model)\n" - f"{'='*45}\n\n" - f"Target: {mc_result['target_years']:.0f} years\n" - f"Simulations: {mc_result['n_simulations']:,}\n\n" - f"COMPLETION PROBABILITY: {mc_result['completion_probability']:.1%}\n\n" - f"Energy Statistics (PJ):\n" - f" Deterministic: {det_result['total_energy_PJ']:.0f}\n" - f" MC Mean: {mc_result['energy_mean']:.0f} (+{energy_increase:.1f}%)\n" - f" MC P95: {mc_result['energy_p95']:.0f}\n\n" - f"Launch Statistics:\n" - f" Det. Launches: {det_result['successful_launches']:,}\n" - f" Avg Success: {mc_result['avg_successful_launches']:,.0f}\n" - f" Avg Failed: {mc_result['avg_failed_launches']:,.0f}\n\n" - f"Parameters (Beta/Triangular):\n" - f" Rocket Success: {params.rocket_success_rate:.0%}\n" - f" Elevator Avail: {params.elevator_availability:.0%}\n" - f" Weather Factor: {params.weather_factor:.0%}\n" - f" Loss Rate: {params.loss_rate:.1%}" - ) - - ax4.text(0.05, 0.95, info_text, transform=ax4.transAxes, - fontsize=11, verticalalignment='top', fontfamily='monospace', - bbox=dict(boxstyle='round', facecolor='lightyellow', alpha=0.8)) - - plt.suptitle('Monte Carlo Simulation: Binomial Model (Task 2 Revised)', fontsize=15, y=1.02) - plt.tight_layout() - plt.savefig(save_path, dpi=150, bbox_inches='tight') - print(f"蒙特卡洛结果图已保存至: {save_path}") - - -def plot_solution_changes( - pareto_df: pd.DataFrame, - det_knee: float, - risk_knee: Dict, - save_path: str = '/Volumes/Files/code/mm/20260130_b/p2/solution_changes.png' -): - """ - 绘制"解决方案变化"图：展示膝点如何右移 - 这是回答任务二核心问题的关键图 - """ - fig, axes = plt.subplots(1, 2, figsize=(16, 7)) - - # 图1：可靠性约束下的 Pareto 前沿 - ax1 = axes[0] - - feasible = pareto_df[pareto_df['feasible']] - infeasible = pareto_df[~pareto_df['feasible']] - - ax1.plot(feasible['years'], feasible['energy_p95_mc'], 'b-', linewidth=2.5, - label='Feasible (P≥95%)', marker='o', markersize=6) - ax1.plot(infeasible['years'], infeasible['energy_p95_mc'], 'r--', linewidth=1.5, - label='Infeasible (P<95%)', marker='x', markersize=6, alpha=0.5) - - # 确定性曲线 - ax1.plot(pareto_df['years'], pareto_df['energy_det'], 'g-', linewidth=2, - label='Deterministic', alpha=0.7) - - # 标记膝点 - ax1.scatter([det_knee], [calculate_deterministic(det_knee)['total_energy_PJ']], - c='green', s=200, marker='*', zorder=5, edgecolors='black', linewidth=2, - label=f'Det. Knee: {det_knee:.0f}y') - - if not np.isnan(risk_knee['knee_years']): - ax1.scatter([risk_knee['knee_years']], [risk_knee['knee_energy_p95']], - c='red', s=200, marker='*', zorder=5, edgecolors='black', linewidth=2, - label=f'Risk Knee: {risk_knee["knee_years"]:.0f}y') - - # 画偏移箭头 - ax1.annotate('', xy=(risk_knee['knee_years'], risk_knee['knee_energy_p95']), - xytext=(det_knee, calculate_deterministic(det_knee)['total_energy_PJ']), - arrowprops=dict(arrowstyle='->', color='purple', lw=2)) - - ax1.set_xlabel('Completion Time (years)', fontsize=12) - ax1.set_ylabel('Energy P95 (PJ)', fontsize=12) - ax1.set_title('Solution Changes: Knee Point Shift\n(Deterministic → Risk-Constrained)', fontsize=14) - ax1.legend(loc='upper right') - ax1.grid(True, alpha=0.3) - - # 图2：能量增加百分比 - ax2 = axes[1] - - valid = pareto_df[pareto_df['energy_det'].notna()] - ax2.fill_between(valid['years'], 0, valid['energy_increase_pct'], - alpha=0.4, color='coral', label='Energy Increase (%)') - ax2.plot(valid['years'], valid['energy_increase_pct'], 'r-', linewidth=2) - - # 标记可行边界 - if len(feasible) > 0: - feasible_start = feasible['years'].min() - ax2.axvline(feasible_start, color='blue', linestyle='--', linewidth=2, - label=f'95% Feasible from {feasible_start:.0f}y') - - ax2.set_xlabel('Completion Time (years)', fontsize=12) - ax2.set_ylabel('Energy Increase vs Deterministic (%)', fontsize=12) - ax2.set_title('Uncertainty Penalty: Energy Increase', fontsize=14) - ax2.legend() - ax2.grid(True, alpha=0.3) - - plt.suptitle('Task 2: To What Extent Does the Solution Change?', fontsize=16, y=1.02) - plt.tight_layout() - plt.savefig(save_path, dpi=150, bbox_inches='tight') - print(f"解决方案变化图已保存至: {save_path}") - - -def plot_completion_time_distribution( - time_dist: Dict, - save_path: str = '/Volumes/Files/code/mm/20260130_b/p2/completion_time_dist.png' -): - """绘制真实的完成时间分布""" - fig, axes = plt.subplots(1, 2, figsize=(14, 6)) - - times = time_dist['completion_times'] - energies = time_dist['completion_energies'] - - # 图1：完成时间分布 - ax1 = axes[0] - ax1.hist(times, bins=40, color='steelblue', alpha=0.7, edgecolor='white') - ax1.axvline(time_dist['time_mean'], color='red', linestyle='--', linewidth=2, - label=f'Mean: {time_dist["time_mean"]:.1f}y') - ax1.axvline(time_dist['time_p50'], color='orange', linestyle=':', linewidth=2, - label=f'P50: {time_dist["time_p50"]:.1f}y') - ax1.axvline(time_dist['time_p95'], color='purple', linestyle='-.', linewidth=2, - label=f'P95: {time_dist["time_p95"]:.1f}y') - ax1.set_xlabel('Completion Time (years)', fontsize=12) - ax1.set_ylabel('Frequency', fontsize=12) - ax1.set_title('Completion Time Distribution\n(True First-Completion Time)', fontsize=13) - ax1.legend() - ax1.grid(True, alpha=0.3) - - # 图2：完成能量分布 - ax2 = axes[1] - ax2.hist(energies, bins=40, color='coral', alpha=0.7, edgecolor='white') - ax2.axvline(time_dist['energy_mean'], color='red', linestyle='--', linewidth=2, - label=f'Mean: {time_dist["energy_mean"]:.0f} PJ') - ax2.axvline(time_dist['energy_p95'], color='purple', linestyle='-.', linewidth=2, - label=f'P95: {time_dist["energy_p95"]:.0f} PJ') - ax2.set_xlabel('Energy at Completion (PJ)', fontsize=12) - ax2.set_ylabel('Frequency', fontsize=12) - ax2.set_title('Energy at Completion', fontsize=13) - ax2.legend() - ax2.grid(True, alpha=0.3) - - plt.suptitle('True Completion Time & Energy Distribution', fontsize=15, y=1.02) - plt.tight_layout() - plt.savefig(save_path, dpi=150, bbox_inches='tight') - print(f"完成时间分布图已保存至: {save_path}") - - -def plot_sensitivity_analysis( - df: pd.DataFrame, - save_path: str = '/Volumes/Files/code/mm/20260130_b/p2/sensitivity_analysis.png' -): - """绘制敏感性分析""" - fig, axes = plt.subplots(2, 2, figsize=(16, 12)) - - params = ['Rocket Success Rate', 'Elevator Availability', 'Weather Factor'] - colors = ['steelblue', 'coral', 'seagreen'] - - baseline = df[df['Parameter'] == 'Baseline'].iloc[0] - - for idx, param in enumerate(params): - ax = axes[idx // 2, idx % 2] - data = df[df['Parameter'] == param] - - x = range(len(data)) - values = data['Value'].tolist() - - # 双Y轴：完成概率 + 能量 - ax2 = ax.twinx() - - bars = ax.bar(x, data['Completion Prob'] * 100, color=colors[idx], alpha=0.7, label='Completion %') - ax.axhline(baseline['Completion Prob'] * 100, color='red', linestyle='--', - label=f'Baseline: {baseline["Completion Prob"]*100:.0f}%') - - ax2.plot(x, data['Energy P95 (PJ)'], 'ko-', linewidth=2, markersize=8, label='Energy P95') - - ax.set_xticks(x) - ax.set_xticklabels(values, fontsize=10) - ax.set_xlabel(param, fontsize=12) - ax.set_ylabel('Completion Probability (%)', fontsize=12, color=colors[idx]) - ax2.set_ylabel('Energy P95 (PJ)', fontsize=12) - ax.set_title(f'Sensitivity to {param}', fontsize=13) - ax.legend(loc='upper left') - ax2.legend(loc='upper right') - ax.grid(True, alpha=0.3, axis='y') - ax.set_ylim(0, 105) - - # 图4：综合对比（文字摘要） - ax = axes[1, 1] - ax.axis('off') - - # 构建摘要文本（避免字符串拼接问题） - summary_lines = [ - "SENSITIVITY ANALYSIS SUMMARY", - "----------------------------------------", - "", - f"Baseline (139 years):", - f" Completion Prob: {baseline['Completion Prob']*100:.0f}%", - f" Energy Mean: {baseline['Energy Mean (PJ)']:.0f} PJ", - f" Energy P95: {baseline['Energy P95 (PJ)']:.0f} PJ", - "", - "Most Sensitive Factors:", - " 1. Elevator Availability -> Prob", - " 2. Rocket Success Rate -> Energy", - " 3. Weather Factor -> Capacity", - "", - "Risk Mitigation:", - " - Increase elevator maintenance", - " - Extend timeline by 5-10 years", - " - Prioritize low-latitude sites", - ] - summary_text = "\n".join(summary_lines) - - ax.text(0.1, 0.95, summary_text, transform=ax.transAxes, - fontsize=11, verticalalignment='top', fontfamily='monospace', - bbox=dict(boxstyle='round', facecolor='lightgreen', alpha=0.8)) - - plt.suptitle('Sensitivity Analysis: Impact of Uncertainty Parameters\n(Target: 139 years)', - fontsize=15, y=1.02) - plt.tight_layout() - plt.savefig(save_path, dpi=150, bbox_inches='tight') - print(f"敏感性分析图已保存至: {save_path}") - - -def plot_scenario_comparison( - results: Dict, - save_path: str = '/Volumes/Files/code/mm/20260130_b/p2/scenario_comparison.png' -): - """绘制情景对比""" - fig, axes = plt.subplots(1, 3, figsize=(16, 6)) - - scenarios = ['Optimistic', 'Baseline', 'Pessimistic'] - colors = ['green', 'steelblue', 'red'] - - # 完成概率 - ax1 = axes[0] - probs = [results[s]['mc']['completion_probability'] * 100 for s in scenarios] - bars = ax1.bar(scenarios, probs, color=colors, alpha=0.7, edgecolor='black') - ax1.set_ylabel('Completion Probability (%)', fontsize=12) - ax1.set_title('Completion Probability', fontsize=13) - ax1.set_ylim(0, 105) - for bar, prob in zip(bars, probs): - ax1.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 1, - f'{prob:.0f}%', ha='center', fontsize=11, fontweight='bold') - ax1.grid(True, alpha=0.3, axis='y') - - # 能量 - ax2 = axes[1] - x = np.arange(len(scenarios)) - width = 0.25 - - det_e = results['Baseline']['det']['total_energy_PJ'] - means = [results[s]['mc']['energy_mean'] for s in scenarios] - p95s = [results[s]['mc']['energy_p95'] for s in scenarios] - - ax2.bar(x - width, [det_e]*3, width, label='Deterministic', color='gray', alpha=0.5) - ax2.bar(x, means, width, label='MC Mean', color='steelblue', alpha=0.7) - ax2.bar(x + width, p95s, width, label='MC P95', color='coral', alpha=0.7) - - ax2.set_xticks(x) - ax2.set_xticklabels(scenarios) - ax2.set_ylabel('Energy (PJ)', fontsize=12) - ax2.set_title('Energy Consumption', fontsize=13) - ax2.legend() - ax2.grid(True, alpha=0.3, axis='y') - - # 发射次数 - ax3 = axes[2] - success = [results[s]['mc']['avg_successful_launches'] for s in scenarios] - failed = [results[s]['mc']['avg_failed_launches'] for s in scenarios] - det_launches = results['Baseline']['det']['successful_launches'] - - ax3.bar(x - width, [det_launches]*3, width, label='Deterministic', color='gray', alpha=0.5) - ax3.bar(x, success, width, label='Successful', color='seagreen', alpha=0.7) - ax3.bar(x + width, failed, width, label='Failed', color='red', alpha=0.7) - - ax3.set_xticks(x) - ax3.set_xticklabels(scenarios) - ax3.set_ylabel('Launches', fontsize=12) - ax3.set_title('Launch Statistics', fontsize=13) - ax3.legend() - ax3.grid(True, alpha=0.3, axis='y') - - plt.suptitle('Scenario Comparison: Optimistic vs Baseline vs Pessimistic\n(Target: 139 years)', - fontsize=15, y=1.05) - plt.tight_layout() - plt.savefig(save_path, dpi=150, bbox_inches='tight') - print(f"情景对比图已保存至: {save_path}") - - -# ============== 报告打印 ============== - -def print_report(params, det, mc, time_dist, pareto_df, det_knee, risk_knee): - """打印完整分析报告（v2：改进口径和结论表述）""" - print("\n" + "=" * 80) - print("TASK 2: UNCERTAINTY & ROBUSTNESS ANALYSIS (v2)") - print("Method: Aggregated MC with Binomial Distribution + Monotonic Completion Time") - print("=" * 80) - - print(f"\n1. UNCERTAINTY PARAMETERS (Beta/Triangular)") - print("-" * 50) - print(params) - - print(f"\n2. DETERMINISTIC BASELINE (139 years)") - print("-" * 50) - print(f" Total Energy: {det['total_energy_PJ']:.0f} PJ") - print(f" Elevator Payload: {det['elevator_payload']/1e6:.1f} M tons") - print(f" Rocket Payload: {det['rocket_payload']/1e6:.1f} M tons") - print(f" Launches: {det['successful_launches']:,}") - - print(f"\n3. MONTE CARLO SIMULATION (Binomial Model)") - print("-" * 50) - print(f" Simulations: {mc['n_simulations']:,}") - print(f" Completion Prob: {mc['completion_probability']:.1%}") - print() - - # 无条件能量 - energy_inc = (mc['energy_mean'] / det['total_energy_PJ'] - 1) * 100 - print(f" Energy Mean (all): {mc['energy_mean']:.0f} PJ (+{energy_inc:.1f}%)") - print(f" Energy P95 (all): {mc['energy_p95']:.0f} PJ") - - # 条件能量（只算完成的模拟） - if not np.isnan(mc['energy_given_completed']): - cond_inc = (mc['energy_given_completed'] / det['total_energy_PJ'] - 1) * 100 - print(f" Energy Mean (|completed):{mc['energy_given_completed']:.0f} PJ (+{cond_inc:.1f}%)") - print(f" Energy P95 (|completed): {mc['energy_given_completed_p95']:.0f} PJ") - - print(f"\n Avg Successful Launches: {mc['avg_successful_launches']:,.0f}") - print(f" Avg Failed Launches: {mc['avg_failed_launches']:,.0f}") - print(f" Failure Energy Ratio: {WEIGHTED_FAILURE_ENERGY_RATIO:.1%} (weighted avg)") - - print(f"\n4. COMPLETION TIME DISTRIBUTION (Monotonic)") - print("-" * 50) - print(f" Mean: {time_dist['time_mean']:.1f} years") - print(f" Std: {time_dist['time_std']:.1f} years") - print(f" P5/P50/P95: {time_dist['time_p5']:.1f} / {time_dist['time_p50']:.1f} / {time_dist['time_p95']:.1f}") - - # 95%可靠时间 - feasible = pareto_df[pareto_df['feasible']] - min_feasible = feasible['years'].min() if len(feasible) > 0 else np.nan - - print(f"\n5. DECISION GUIDANCE (ANSWER TO TASK 2)") - print("-" * 50) - print(" Task 1 recommended knee point: 139 years") - print() - print(" DECISION TABLE (Risk Preference → Timeline):") - print(" ┌─────────────────┬──────────┬───────────┐") - print(" │ Risk Tolerance │ Timeline │ Energy P95│") - print(" ├─────────────────┼──────────┼───────────┤") - - # 找不同可靠性水平对应的时间 - for prob_threshold, label in [(0.90, "Aggressive (P≥90%)"), (0.95, "Standard (P≥95%)"), (0.99, "Conservative (P≥99%)")]: - feasible_at_prob = pareto_df[pareto_df['prob'] >= prob_threshold] - if len(feasible_at_prob) > 0: - min_time = feasible_at_prob['years'].min() - energy = feasible_at_prob[feasible_at_prob['years'] == min_time]['energy_p95_mc'].values[0] - print(f" │ {label:15} │ {min_time:>5.0f} y │ {energy:>7.0f} PJ│") - print(" └─────────────────┴──────────┴───────────┘") - - if not np.isnan(risk_knee['knee_years']): - print(f"\n Knee point in feasible region (P≥95%): {risk_knee['knee_years']:.0f} years") - print(f" → This is the Time-Energy tradeoff optimum within the safe zone") - - print("\n" + "=" * 80) - print("ANSWER TO 'TO WHAT EXTENT DOES YOUR SOLUTION CHANGE?'") - print("-" * 50) - print(f" 1. Energy penalty: +{energy_inc:.0f}% (unconditional mean)") - if not np.isnan(mc['energy_given_completed']): - print(f" Energy penalty: +{cond_inc:.0f}% (given completion)") - print(f" 2. Failed launches: ~{mc['avg_failed_launches']:,.0f} ({mc['avg_failed_launches']/mc['avg_successful_launches']*100:.1f}% of successful)") - print(f" 3. Recommended timeline RANGE: {min_feasible:.0f}-{risk_knee['knee_years']:.0f} years") - print(f" - {min_feasible:.0f}y: minimum for 95% reliability") - print(f" - {risk_knee['knee_years']:.0f}y: optimal time-energy tradeoff") - print(f" 4. Most sensitive factor: Elevator Availability") - print("=" * 80) - - -# ============== 主程序 ============== - -if __name__ == "__main__": - print("=" * 80) - print("MOON COLONY LOGISTICS - UNCERTAINTY ANALYSIS (TASK 2) v2") - print("Revised: Binomial MC + Monotonic Time + Conditional Energy + Decision Table") - print("=" * 80) - - params = UncertaintyParams() - target_years = 139 # 任务一膝点 - det_knee = 139 # 任务一确定性膝点 - N_SIM = 2000 - - # 1. 确定性基准 - print("\n[1/7] Calculating deterministic baseline...") - det = calculate_deterministic(target_years) - - # 2. 蒙特卡洛模拟（二项分布） - print("[2/7] Running Monte Carlo simulation (Binomial)...") - mc = monte_carlo_binomial(target_years, params, N_SIM) - - # 3. 完成时间分布 - print("[3/7] Computing completion time distribution...") - time_dist = find_completion_time_distribution(params, n_simulations=1000) - - # 4. 风险约束 Pareto 分析 - print("[4/7] Computing risk-constrained Pareto front...") - pareto_df = pareto_with_risk_constraint(params, 0.95, (100, 200), 25, N_SIM) - risk_knee = find_knee_point_with_risk(pareto_df) - - # 5. 敏感性分析 - print("[5/7] Running sensitivity analysis...") - sens_df = sensitivity_analysis(params, target_years, N_SIM) - sens_df.to_csv('/Volumes/Files/code/mm/20260130_b/p2/sensitivity_results.csv', index=False) - - # 6. 情景分析 - print("[6/7] Running scenario comparison...") - scenarios = scenario_comparison(target_years, N_SIM) - - # 打印报告 - print_report(params, det, mc, time_dist, pareto_df, det_knee, risk_knee) - - # 7. 生成图表 - print("\n[7/7] Generating figures...") - plot_monte_carlo_results(mc, params, det) - plot_solution_changes(pareto_df, det_knee, risk_knee) - plot_completion_time_distribution(time_dist) - plot_sensitivity_analysis(sens_df) - plot_scenario_comparison(scenarios) - - # 保存 Pareto 数据 - pareto_df.to_csv('/Volumes/Files/code/mm/20260130_b/p2/pareto_risk_constrained.csv', index=False) - - print("\n" + "=" * 80) - print("ANALYSIS COMPLETE!") - print("=" * 80)