Chinese Journal of Management Science ›› 2025, Vol. 33 ›› Issue (3): 174-185.doi: 10.16381/j.cnki.issn1003-207x.2023.2134
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Guobin Wu1, Yaqing Sun1, Yulong Li1,2()
Received:
2023-12-15
Revised:
2024-02-07
Online:
2025-03-25
Published:
2025-04-07
Contact:
Yulong Li
E-mail:liyulong@cufe.edu.cn
CLC Number:
Guobin Wu, Yaqing Sun, Yulong Li. Research on Optimization of Tunnel Spoil Comprehensive Utilization of Mega Project Based on ESG Framework[J]. Chinese Journal of Management Science, 2025, 33(3): 174-185.
"
序号 | fitness11 | fitness11 | fitness1 | fitness2 | 序号 | fitness11 | fitness11 | fitness1 | fitness2 |
---|---|---|---|---|---|---|---|---|---|
1 | 1.0000 | 0.6504 | 0.7200 | 0.0000 | 13 | 1.0000 | 0.5132 | 0.6104 | 0.5425 |
2 | 1.0000 | 0.6487 | 0.7188 | 0.0839 | 14 | 1.0000 | 0.5115 | 0.6094 | 0.6260 |
3 | 1.0000 | 0.6239 | 0.6990 | 0.1185 | 15 | 1.0000 | 0.4867 | 0.5894 | 0.6606 |
4 | 1.0000 | 0.6053 | 0.6840 | 0.1481 | 16 | 1.0000 | 0.4663 | 0.5730 | 0.7740 |
5 | 1.0000 | 0.6035 | 0.6826 | 0.2319 | 17 | 0.4114 | 0.1996 | 0.2420 | 0.8086 |
6 | 1.0000 | 0.5945 | 0.6760 | 0.2463 | 18 | 0.4114 | 0.1732 | 0.2208 | 0.8230 |
7 | 1.0000 | 0.5928 | 0.6743 | 0.3300 | 19 | 0.4114 | 0.1699 | 0.2183 | 0.9062 |
8 | 1.0000 | 0.5680 | 0.6543 | 0.3650 | 20 | 0.1357 | 0.0435 | 0.0620 | 0.9170 |
9 | 1.0000 | 0.5494 | 0.6396 | 0.3943 | 21 | 0.0743 | 0.0310 | 0.0396 | 0.9220 |
10 | 1.0000 | 0.5477 | 0.6380 | 0.4780 | 22 | 0.0743 | 0.0297 | 0.0386 | 0.9270 |
11 | 1.0000 | 0.5229 | 0.6180 | 0.5127 | 23 | 0.0343 | 0.0086 | 0.0137 | 0.9810 |
12 | 1.0000 | 0.5222 | 0.6177 | 0.5273 | 24 | 0.0000 | 0.0000 | 0.0000 | 1.0000 |
"
NSGA-II | I-A- NSGA-II | ||||||||
---|---|---|---|---|---|---|---|---|---|
循环次数 | 迭代次数 | 多样性 | 拥挤度 | 帕累托面积 | 循环次数 | 迭代次数 | 多样性 | 拥挤度 | 帕累托面积 |
1 | 17 | 1.212 | 0.054 | 0.469 | 1 | 16 | 1.195 | 0.112 | 0.380 |
2 | 16 | 1.231 | 0.043 | 0.492 | 2 | 9 | 1.183 | 0.169 | 0.362 |
3 | 25 | 1.232 | 0.035 | 0.518 | 3 | 33 | 1.232 | 0.042 | 0.518 |
4 | 23 | 1.232 | 0.040 | 0.518 | 4 | 18 | 1.205 | 0.074 | 0.450 |
5 | 20 | 1.232 | 0.035 | 0.518 | 5 | 15 | 1.200 | 0.095 | 0.441 |
6 | 20 | 1.231 | 0.050 | 0.491 | 6 | 16 | 1.190 | 0.081 | 0.408 |
7 | 22 | 1.232 | 0.037 | 0.518 | 7 | 21 | 1.206 | 0.098 | 0.441 |
8 | 18 | 1.232 | 0.067 | 0.518 | 8 | 18 | 1.212 | 0.086 | 0.467 |
9 | 19 | 1.232 | 0.037 | 0.505 | 9 | 24 | 1.213 | 0.045 | 0.466 |
10 | 12 | 1.211 | 0.080 | 0.432 | 10 | 14 | 1.183 | 0.119 | 0.384 |
最优值 | 12 | 1.232 | 0.080 | 0.518 | 最优值 | 9 | 1.232 | 0.169 | 0.518 |
平均值 | 19.2 | 1.228 | 0.048 | 0.498 | 平均值 | 18.4 | 1.202 | 0.092 | 0.432 |
标准差 | 3.544 | 0.008 | 0.015 | 0.027 | 标准差 | 6.184 | 0.014 | 0.035 | 0.046 |
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