类型 | Improved NSGA-II | NSGA-II | SPEA2 | ||||||
Max | Avg | Min | Max | Avg | Min | Max | Avg | Min | |
20-3-小 | 12 | 8.7 | 5 | 11 | 8.1 | 4 | 14 | 9.7 | 5 |
20-3-大 | 10 | 9.1 | 8 | 12 | 8.3 | 5 | 13 | 8.6 | 5 |
20-4-小 | 12 | 11.5 | 10 | 13 | 11 | 10 | 12 | 8 | 6 |
20-4-大 | 13 | 10.4 | 8 | 11 | 8.8 | 7 | 13 | 11.5 | 10 |
20-5-小 | 9 | 8.5 | 7 | 12 | 10.4 | 8 | 11 | 8.8 | 7 |
20-5-大 | 9 | 7.5 | 4 | 13 | 8.2 | 4 | 10 | 6.6 | 3 |
50-3-小 | 20 | 18.1 | 16 | 19 | 17.5 | 15 | 20 | 16.1 | 14 |
50-3-大 | 33 | 29.4 | 25 | 32 | 27.9 | 23 | 30 | 23.8 | 21 |
50-4-小 | 16 | 13.2 | 11 | 14 | 11.4 | 9 | 14 | 10.7 | 6 |
50-4-大 | 37 | 31.7 | 27 | 30 | 20.8 | 12 | 26 | 21.7 | 19 |
50-5-小 | 15 | 13.5 | 10 | 13 | 11.6 | 10 | 13 | 11 | 10 |
50-5-大 | 17 | 14.8 | 12 | 14 | 11.6 | 10 | 15 | 11.8 | 9 |
80-3-小 | 28 | 25.3 | 21 | 26 | 22.3 | 19 | 25 | 22.5 | 18 |
80-3-大 | 46 | 30 | 24 | 39 | 31.4 | 23 | 30 | 20.6 | 14 |
80-4-小 | 18 | 15 | 9 | 16 | 12.9 | 9 | 17 | 13.2 | 9 |
80-4-大 | 29 | 25.9 | 22 | 20 | 15.4 | 9 | 25 | 18.9 | 15 |
80-5-小 | 33 | 30.9 | 26 | 32 | 28.4 | 21 | 31 | 26.3 | 22 |
80-5-大 | 47 | 38.2 | 32 | 36 | 33.7 | 27 | 30 | 28.6 | 25 |