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Cricial 2025-02-23 23:33:19 +08:00
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7
ToDo.md
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## 下一步计划
1. ~~修改部分sql代码~~
2. ~~方差分析~~
3. 调整传入参数
4. 调整资源消耗逻辑
1. 运行with_exp
2. 方差分析
3. 优化资源消耗逻辑

18
output_result/resilience/anova.csv
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,mean_count_firm_prod,mean_max_ts_firm_prod,mean_n_remove_firm_prod,mean_end_ts
prf_size,0.366,0.576,0,0.006
prf_conn,0.332,0.053,0,0
cap_limit_prob_type,0.446,0,0,0
n_max_trial,0.234,0,0,0
cap_limit_level,0.47,0,0,0
diff_new_conn,0.499,0.009,0,0
remove_t,0.305,0.28,0,0.101
netw_prf_n,0.356,0.128,0,0.734
Unnamed: 0.1,Unnamed: 0,mean_end_ts,mean_n_remove_firm_prod,mean_max_ts_firm_prod,mean_count_firm_prod
p1,n_sourcing,0.319,0.145,0.043,0.186
p2,is_prf_size,0.607,0.608,0.005,0.111
p3,n_max_trial,0.003,0.135,0.0,0.0
p4,is_prf_conn,0.504,0.567,0.001,0.0
p5,ex_cap_type,0.403,0.667,0.329,0.444
p6,ex_cap_para,0.0,0.0,0.0,0.0
p7,prob_new_conn,0.017,0.334,0.01,0.007
p8,t_max_trial,0.0,0.014,0.939,0.1

1 Unnamed: 0.1 Unnamed: 0 mean_end_ts mean_n_remove_firm_prod mean_max_ts_firm_prod mean_count_firm_prod
2 prf_size p1 n_sourcing 0.006 0.319 0 0.145 0.576 0.043 0.366 0.186
3 prf_conn p2 is_prf_size 0 0.607 0 0.608 0.053 0.005 0.332 0.111
4 cap_limit_prob_type p3 n_max_trial 0 0.003 0 0.135 0 0.0 0.446 0.0
5 n_max_trial p4 is_prf_conn 0 0.504 0 0.567 0 0.001 0.234 0.0
6 cap_limit_level p5 ex_cap_type 0 0.403 0 0.667 0 0.329 0.47 0.444
7 diff_new_conn p6 ex_cap_para 0 0.0 0 0.0 0.009 0.0 0.499 0.0
8 remove_t p7 prob_new_conn 0.101 0.017 0 0.334 0.28 0.01 0.305 0.007
9 netw_prf_n p8 t_max_trial 0.734 0.0 0 0.014 0.128 0.939 0.356 0.1

42
output_result/resilience/anova_visualization.csv
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自变量,level,系统恢复用时R1,产业-企业边累计扰乱次数R2,产业-企业边最大传导深度R3,产业-企业边断裂总数R4
采购策略P1,三供应商,13.75,94.41,8.422,0
采购策略P1,双供应商,13.63,94.42,8.336,0
采购策略P1,单供应商,13.74,94.4,8.437,0
是否规模偏好P2,倾向,13.91,94.42,8.41,0
是否规模偏好P2,不倾向,13.5,94.41,8.386,0
最大尝试次数P3,高,12.8,94.4,8.395,0
最大尝试次数P3,中,13.51,94.42,8.358,0
最大尝试次数P3,低,14.8,94.42,8.442,0
是否已有连接偏好P4,倾向,13.24,94.4,8.355,0
是否已有连接偏好P4,不倾向,14.17,94.42,8.441,0
额外产能分布P5,均匀分布,14.06,94.42,8.619,0
额外产能分布P5,正态分布,13.36,94.41,8.178,0
额外产能分布参数P6,高,15.56,94.41,9.724,0
额外产能分布参数P6,中,13.12,94.4,7.999,0
额外产能分布参数P6,低,12.44,94.42,7.472,0
新供应关系构成概率P7,低,14.2,94.42,8.31,0
新供应关系构成概率P7,中,13.7,94.4,8.398,0
新供应关系构成概率P7,高,13.21,94.41,8.486,0
最大尝试时间步P8,低,13.82,94.42,8.971,0
最大尝试时间步P8,中,13.49,94.42,8.503,0
最大尝试时间步P8,高,13.81,94.4,7.721,0
采购策略P1,三供应商,3.549,62.11,1.715,22.14
采购策略P1,双供应商,3.743,62.43,1.759,21.71
采购策略P1,单供应商,3.668,62.21,1.736,22.17
是否规模偏好P2,倾向,3.681,62.13,1.715,22.06
是否规模偏好P2,不倾向,3.627,62.37,1.758,21.96
最大尝试次数P3,高,3.47,61.08,1.636,21.85
最大尝试次数P3,中,3.552,62.08,1.742,21.86
最大尝试次数P3,低,3.939,63.58,1.832,22.31
是否已有连接偏好P4,倾向,3.619,61.95,1.711,21.95
是否已有连接偏好P4,不倾向,3.689,62.55,1.762,22.07
额外产能分布P5,均匀分布,3.698,62.19,1.73,21.96
额外产能分布P5,正态分布,3.61,62.3,1.743,22.05
额外产能分布参数P6,高,2.949,61.48,1.808,12.41
额外产能分布参数P6,中,3.787,62.2,1.661,22.87
额外产能分布参数P6,低,4.224,63.06,1.741,30.75
新供应关系构成概率P7,低,3.882,62.41,1.749,22.2
新供应关系构成概率P7,中,3.543,62.44,1.756,22.01
新供应关系构成概率P7,高,3.535,61.9,1.705,21.82
最大尝试时间步P8,低,2.601,62.03,1.738,22.47
最大尝试时间步P8,中,3.656,62.31,1.733,21.78
最大尝试时间步P8,高,4.704,62.4,1.738,21.78

1 自变量 level 系统恢复用时R1 产业-企业边累计扰乱次数R2 产业-企业边最大传导深度R3 产业-企业边断裂总数R4
2 采购策略P1 三供应商 13.75 3.549 94.41 62.11 8.422 1.715 0 22.14
3 采购策略P1 双供应商 13.63 3.743 94.42 62.43 8.336 1.759 0 21.71
4 采购策略P1 单供应商 13.74 3.668 94.4 62.21 8.437 1.736 0 22.17
5 是否规模偏好P2 倾向 13.91 3.681 94.42 62.13 8.41 1.715 0 22.06
6 是否规模偏好P2 不倾向 13.5 3.627 94.41 62.37 8.386 1.758 0 21.96
7 最大尝试次数P3 高 12.8 3.47 94.4 61.08 8.395 1.636 0 21.85
8 最大尝试次数P3 中 13.51 3.552 94.42 62.08 8.358 1.742 0 21.86
9 最大尝试次数P3 低 14.8 3.939 94.42 63.58 8.442 1.832 0 22.31
10 是否已有连接偏好P4 倾向 13.24 3.619 94.4 61.95 8.355 1.711 0 21.95
11 是否已有连接偏好P4 不倾向 14.17 3.689 94.42 62.55 8.441 1.762 0 22.07
12 额外产能分布P5 均匀分布 14.06 3.698 94.42 62.19 8.619 1.73 0 21.96
13 额外产能分布P5 正态分布 13.36 3.61 94.41 62.3 8.178 1.743 0 22.05
14 额外产能分布参数P6 高 15.56 2.949 94.41 61.48 9.724 1.808 0 12.41
15 额外产能分布参数P6 中 13.12 3.787 94.4 62.2 7.999 1.661 0 22.87
16 额外产能分布参数P6 低 12.44 4.224 94.42 63.06 7.472 1.741 0 30.75
17 新供应关系构成概率P7 低 14.2 3.882 94.42 62.41 8.31 1.749 0 22.2
18 新供应关系构成概率P7 中 13.7 3.543 94.4 62.44 8.398 1.756 0 22.01
19 新供应关系构成概率P7 高 13.21 3.535 94.41 61.9 8.486 1.705 0 21.82
20 最大尝试时间步P8 低 13.82 2.601 94.42 62.03 8.971 1.738 0 22.47
21 最大尝试时间步P8 中 13.49 3.656 94.42 62.31 8.503 1.733 0 21.78
22 最大尝试时间步P8 高 13.81 4.704 94.4 62.4 7.721 1.738 0 21.78

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output_result/resilience/experiment_result.csv
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idx_scenario,n_max_trial,prf_size,prf_conn,cap_limit_prob_type,cap_limit_level,diff_new_conn,remove_t,netw_prf_n,mean_count_firm_prod,mean_count_firm,mean_count_prod,mean_max_ts_firm_prod,mean_max_ts_firm,mean_max_ts_prod,mean_n_remove_firm_prod,mean_n_all_prod_remove_firm,mean_end_ts,
0,7,1,1,uniform,5.0000,0.3000,3,3,94.3905,25.8389,15.5684,10.3042,8.2747,5.5937,,,15.2632
1,5,1,1,uniform,10.0000,0.5000,5,2,94.4211,25.8526,15.5684,8.2442,6.6884,4.5368,,,12.7537
2,3,1,1,uniform,15.0000,0.7000,7,1,94.4211,25.8526,15.5684,7.0926,5.6989,3.8189,,,13.2421
3,7,1,1,uniform,5.0000,0.3000,3,2,94.4032,25.8526,15.5684,10.3284,8.3516,5.6368,,,15.4642
4,5,1,1,uniform,10.0000,0.5000,5,1,94.4211,25.8526,15.5684,8.2842,6.6389,4.4221,,,12.5284
5,3,1,1,uniform,15.0000,0.7000,7,3,94.4211,25.8526,15.5684,7.0789,5.5937,3.7137,,,13.6147
6,7,1,1,normal,5.0000,0.5000,7,3,94.4063,25.8400,15.5684,10.1158,8.2200,5.5147,,,14.3758
7,5,1,1,normal,10.0000,0.7000,3,2,94.4211,25.8526,15.5684,8.0211,6.4116,4.2947,,,11.9158
8,3,1,1,normal,15.0000,0.3000,5,1,94.4211,25.8526,15.5684,6.6611,5.2316,3.4979,,,13.0347
9,7,1,0,uniform,5.0000,0.7000,5,3,94.4000,25.8516,15.5684,10.8484,8.9726,6.2316,,,15.2137
10,5,1,0,uniform,10.0000,0.3000,7,2,94.4211,25.8526,15.5684,8.2421,6.6011,4.4411,,,14.5495
11,3,1,0,uniform,15.0000,0.5000,3,1,94.4211,25.8526,15.5684,7.1937,5.7442,3.7242,,,14.9758
12,7,1,0,normal,10.0000,0.7000,3,1,94.4211,25.8526,15.5684,8.4179,6.8137,4.5884,,,11.6758
13,5,1,0,normal,15.0000,0.3000,5,3,94.4211,25.8526,15.5684,7.2000,5.6800,3.8368,,,13.2495
14,3,1,0,normal,5.0000,0.5000,7,2,94.4211,25.8526,15.5684,8.7758,7.1768,4.6400,,,16.7832
15,7,1,0,normal,10.0000,0.7000,5,3,94.4211,25.8526,15.5684,8.4800,6.8326,4.7326,,,11.6084
16,5,1,0,normal,15.0000,0.3000,7,2,94.4211,25.8526,15.5684,7.2495,5.8063,3.8611,,,13.2989
17,3,1,0,normal,5.0000,0.5000,3,1,94.4211,25.8526,15.5684,8.8453,7.2789,4.5863,,,16.8937
18,7,0,1,normal,10.0000,0.3000,7,1,94.4211,25.8526,15.5684,8.2905,6.5737,4.4768,,,12.3000
19,5,0,1,normal,15.0000,0.5000,3,3,94.4211,25.8526,15.5684,7.3737,5.8684,3.9411,,,11.1611
20,3,0,1,normal,5.0000,0.7000,5,2,94.4211,25.8526,15.5684,8.8400,7.1789,4.8305,,,15.2400
21,7,0,1,normal,10.0000,0.5000,7,1,94.2084,25.8242,15.5453,8.3768,6.7484,4.5558,,,11.6558
22,5,0,1,normal,15.0000,0.7000,3,3,94.4211,25.8526,15.5684,7.3253,5.8726,3.9663,,,10.6347
23,3,0,1,normal,5.0000,0.3000,5,2,94.4211,25.8526,15.5684,8.5432,6.9621,4.5263,,,15.3916
24,7,0,1,uniform,15.0000,0.5000,3,2,94.4211,25.8526,15.5684,8.2053,6.4221,4.4084,,,11.5705
25,5,0,1,uniform,5.0000,0.7000,5,1,94.4063,25.8400,15.5684,9.8326,7.8979,5.3768,,,14.5716
26,3,0,1,uniform,10.0000,0.3000,7,3,94.4211,25.8526,15.5684,7.4747,6.0158,3.8495,,,13.5979
27,7,0,0,normal,15.0000,0.5000,5,2,94.4211,25.8526,15.5684,7.6232,6.2011,4.0674,,,10.8221
28,5,0,0,normal,5.0000,0.7000,7,1,94.3811,25.8274,15.5505,9.9442,8.0916,5.5853,,,15.0863
29,3,0,0,normal,10.0000,0.3000,3,3,94.4211,25.8526,15.5684,7.1200,5.6505,3.6642,,,15.3021
30,7,0,0,uniform,15.0000,0.7000,7,2,94.4211,25.8526,15.5684,8.3558,6.7084,4.6537,,,11.3000
31,5,0,0,uniform,5.0000,0.3000,3,1,94.4211,25.8526,15.5684,10.0063,8.0895,5.2726,,,16.5568
32,3,0,0,uniform,10.0000,0.5000,5,3,94.4211,25.8526,15.5684,7.4326,6.0211,3.8421,,,15.0526
33,7,0,0,uniform,15.0000,0.3000,5,1,94.4211,25.8526,15.5684,8.3021,6.6600,4.4116,,,12.4042
34,5,0,0,uniform,5.0000,0.5000,7,3,94.4053,25.8526,15.5674,10.3084,8.3789,5.4537,,,15.8716
35,3,0,0,uniform,10.0000,0.7000,3,2,94.4211,25.8526,15.5684,7.5989,6.1305,4.1295,,,14.4716
1 idx_scenario,n_max_trial,prf_size,prf_conn,cap_limit_prob_type,cap_limit_level,diff_new_conn,remove_t,netw_prf_n,mean_count_firm_prod,mean_count_firm,mean_count_prod,mean_max_ts_firm_prod,mean_max_ts_firm,mean_max_ts_prod,mean_n_remove_firm_prod,mean_n_all_prod_remove_firm,mean_end_ts,
2 0,7,1,1,uniform,5.0000,0.3000,3,3,94.3905,25.8389,15.5684,10.3042,8.2747,5.5937,,,15.2632
3 1,5,1,1,uniform,10.0000,0.5000,5,2,94.4211,25.8526,15.5684,8.2442,6.6884,4.5368,,,12.7537
4 2,3,1,1,uniform,15.0000,0.7000,7,1,94.4211,25.8526,15.5684,7.0926,5.6989,3.8189,,,13.2421
5 3,7,1,1,uniform,5.0000,0.3000,3,2,94.4032,25.8526,15.5684,10.3284,8.3516,5.6368,,,15.4642
6 4,5,1,1,uniform,10.0000,0.5000,5,1,94.4211,25.8526,15.5684,8.2842,6.6389,4.4221,,,12.5284
7 5,3,1,1,uniform,15.0000,0.7000,7,3,94.4211,25.8526,15.5684,7.0789,5.5937,3.7137,,,13.6147
8 6,7,1,1,normal,5.0000,0.5000,7,3,94.4063,25.8400,15.5684,10.1158,8.2200,5.5147,,,14.3758
9 7,5,1,1,normal,10.0000,0.7000,3,2,94.4211,25.8526,15.5684,8.0211,6.4116,4.2947,,,11.9158
10 8,3,1,1,normal,15.0000,0.3000,5,1,94.4211,25.8526,15.5684,6.6611,5.2316,3.4979,,,13.0347
11 9,7,1,0,uniform,5.0000,0.7000,5,3,94.4000,25.8516,15.5684,10.8484,8.9726,6.2316,,,15.2137
12 10,5,1,0,uniform,10.0000,0.3000,7,2,94.4211,25.8526,15.5684,8.2421,6.6011,4.4411,,,14.5495
13 11,3,1,0,uniform,15.0000,0.5000,3,1,94.4211,25.8526,15.5684,7.1937,5.7442,3.7242,,,14.9758
14 12,7,1,0,normal,10.0000,0.7000,3,1,94.4211,25.8526,15.5684,8.4179,6.8137,4.5884,,,11.6758
15 13,5,1,0,normal,15.0000,0.3000,5,3,94.4211,25.8526,15.5684,7.2000,5.6800,3.8368,,,13.2495
16 14,3,1,0,normal,5.0000,0.5000,7,2,94.4211,25.8526,15.5684,8.7758,7.1768,4.6400,,,16.7832
17 15,7,1,0,normal,10.0000,0.7000,5,3,94.4211,25.8526,15.5684,8.4800,6.8326,4.7326,,,11.6084
18 16,5,1,0,normal,15.0000,0.3000,7,2,94.4211,25.8526,15.5684,7.2495,5.8063,3.8611,,,13.2989
19 17,3,1,0,normal,5.0000,0.5000,3,1,94.4211,25.8526,15.5684,8.8453,7.2789,4.5863,,,16.8937
20 18,7,0,1,normal,10.0000,0.3000,7,1,94.4211,25.8526,15.5684,8.2905,6.5737,4.4768,,,12.3000
21 19,5,0,1,normal,15.0000,0.5000,3,3,94.4211,25.8526,15.5684,7.3737,5.8684,3.9411,,,11.1611
22 20,3,0,1,normal,5.0000,0.7000,5,2,94.4211,25.8526,15.5684,8.8400,7.1789,4.8305,,,15.2400
23 21,7,0,1,normal,10.0000,0.5000,7,1,94.2084,25.8242,15.5453,8.3768,6.7484,4.5558,,,11.6558
24 22,5,0,1,normal,15.0000,0.7000,3,3,94.4211,25.8526,15.5684,7.3253,5.8726,3.9663,,,10.6347
25 23,3,0,1,normal,5.0000,0.3000,5,2,94.4211,25.8526,15.5684,8.5432,6.9621,4.5263,,,15.3916
26 24,7,0,1,uniform,15.0000,0.5000,3,2,94.4211,25.8526,15.5684,8.2053,6.4221,4.4084,,,11.5705
27 25,5,0,1,uniform,5.0000,0.7000,5,1,94.4063,25.8400,15.5684,9.8326,7.8979,5.3768,,,14.5716
28 26,3,0,1,uniform,10.0000,0.3000,7,3,94.4211,25.8526,15.5684,7.4747,6.0158,3.8495,,,13.5979
29 27,7,0,0,normal,15.0000,0.5000,5,2,94.4211,25.8526,15.5684,7.6232,6.2011,4.0674,,,10.8221
30 28,5,0,0,normal,5.0000,0.7000,7,1,94.3811,25.8274,15.5505,9.9442,8.0916,5.5853,,,15.0863
31 29,3,0,0,normal,10.0000,0.3000,3,3,94.4211,25.8526,15.5684,7.1200,5.6505,3.6642,,,15.3021
32 30,7,0,0,uniform,15.0000,0.7000,7,2,94.4211,25.8526,15.5684,8.3558,6.7084,4.6537,,,11.3000
33 31,5,0,0,uniform,5.0000,0.3000,3,1,94.4211,25.8526,15.5684,10.0063,8.0895,5.2726,,,16.5568
34 32,3,0,0,uniform,10.0000,0.5000,5,3,94.4211,25.8526,15.5684,7.4326,6.0211,3.8421,,,15.0526
35 33,7,0,0,uniform,15.0000,0.3000,5,1,94.4211,25.8526,15.5684,8.3021,6.6600,4.4116,,,12.4042
36 34,5,0,0,uniform,5.0000,0.5000,7,3,94.4053,25.8526,15.5674,10.3084,8.3789,5.4537,,,15.8716
37 35,3,0,0,uniform,10.0000,0.7000,3,2,94.4211,25.8526,15.5684,7.5989,6.1305,4.1295,,,14.4716