类型 | Improved NSGA-II | NSGA-II | SPEA2 | ||||||
Max | Avg | Min | Max | Avg | Min | Max | Avg | Min | |
20-3-小 | 10.98 | 10.66 | 10.44 | 11.69 | 11.21 | 11.03 | 25.68 | 24.73 | 23.95 |
20-3-大 | 16.70 | 17.35 | 16.13 | 17.88 | 17.29 | 16.95 | 28.55 | 26.21 | 25.73 |
20-4-小 | 20.19 | 17.84 | 14.86 | 20.72 | 18.65 | 17.78 | 28.06 | 25.75 | 24.48 |
20-4-大 | 24.22 | 23.42 | 23.05 | 23.58 | 23.15 | 22.48 | 27.67 | 26.69 | 25.17 |
20-5-小 | 25.22 | 24.42 | 24.05 | 24.58 | 24.15 | 23.48 | 29.86 | 28.73 | 28.09 |
20-5-大 | 27.59 | 26.95 | 25.87 | 26.35 | 25.87 | 25.05 | 30.11 | 29..36 | 28.85 |
50-3-小 | 42.78 | 42.13 | 41.88 | 41.15 | 40.97 | 40.43 | 60.32 | 58.64 | 56.27 |
50-3-大 | 47.73 | 45.28 | 43.17 | 45.84 | 43.66 | 42.53 | 65.93 | 64.81 | 63.15 |
50-4-小 | 57.63 | 55.82 | 52.26 | 54.33 | 52.13 | 51.84 | 74.23 | 72.59 | 71.94 |
50-4-大 | 62.49 | 60.31 | 58.79 | 60.54 | 58.72 | 56.86 | 80.98 | 75.66 | 71.69 |
50-5-小 | 70.05 | 68.58 | 62.95 | 65.15 | 63.13 | 60.81 | 85.55 | 81.74 | 76.36 |
50-5-大 | 75.31 | 72.22 | 69.81 | 72.94 | 70.42 | 67.41 | 93.97 | 90.41 | 88.39 |
80-3-小 | 358.08 | 351.70 | 346.35 | 120.19 | 114.84 | 100.38 | 147.81 | 146.52 | 145.81 |
80-3-大 | 367.16 | 348.27 | 335.91 | 142.24 | 140.77 | 136.11 | 190.19 | 188.07 | 186.03 |
80-4-小 | 472.24 | 447.08 | 429.64 | 189.14 | 173.38 | 162.67 | 220.79 | 218.98 | 217.69 |
80-4-大 | 592.11 | 573.27 | 561.41 | 203.43 | 198.29 | 196.05 | 283.98 | 267.17 | 259.59 |
80-5-小 | 640.34 | 623.82 | 612.91 | 274.48 | 273.66 | 272.73 | 327.47 | 324.66 | 321.93 |
80-5-大 | 882.92 | 875.38 | 857.13 | 317.14 | 315.09 | 313.77 | 460.14 | 451.56 | 449.41 |