案例 | 设备布局 | NSGA-II | NSGA-III | DLNSGA-III | ||||||
最小值 | 最大值 | 平均值 | 最小值 | 最大值 | 平均值 | 最小值 | 最大值 | 平均值 | ||
j10c5a1 | 2, 2, 5, 2, 2 | 11 | 25 | 16.9 | 21 | 16.9 | 13 | 30 | 39 | 32 |
j10c5a2 | 3, 2, 2, 5, 3 | 13 | 24 | 19.2 | 16 | 26 | 25.5 | 28 | 40 | 33.5 |
j10c5a3 | 2, 3, 5, 2, 2 | 10 | 23 | 18 | 13 | 24 | 18.2 | 31 | 39 | 34.5 |
j10c5a4 | 3, 3, 2, 2, 5 | 15 | 29 | 19 | 15 | 24 | 18 | 30 | 39 | 33 |
j10c5a5 | 5, 3, 2, 2, 2 | 13 | 25 | 15.8 | 14 | 24 | 18.4 | 31 | 43 | 37.8 |
j20c6a1 | 2, 2, 5, 2, 2, 2 | 14 | 22 | 17.1 | 13 | 23 | 16.3 | 29 | 39 | 34 |
j20c6a2 | 3, 3, 2, 2, 5, 2 | 10 | 17 | 13 | 13 | 22 | 16.9 | 30 | 43 | 36 |
j20c6a3 | 5, 2, 2, 3, 4, 2 | 14 | 28 | 21 | 12 | 28 | 19.1 | 33 | 40 | 34.5 |
j20c6a4 | 2, 3, 4, 2, 3, 3 | 13 | 20 | 16.5 | 14 | 24 | 17.9 | 30 | 39 | 31.5 |
j20c6a5 | 3, 5, 4, 4, 2, 2 | 12 | 19 | 16.1 | 15 | 22 | 17.3 | 31 | 40 | 33.5 |
j30c7a1 | 2, 2, 5, 2, 2, 2, 3 | 10 | 21 | 16.6 | 15 | 21 | 16.5 | 29 | 39 | 33 |
j30c7a2 | 4, 2, 3, 3, 5, 2, 2 | 12 | 25 | 16.4 | 16 | 25 | 17.8 | 32 | 40 | 35.5 |
j30c7a3 | 2, 3, 3, 2, 2, 4, 3 | 17 | 28 | 21.1 | 16 | 25 | 21 | 33 | 42 | 36.6 |
j30c7a4 | 2, 5, 3, 3, 2, 2, 2 | 12 | 20 | 18.5 | 14 | 25 | 18.5 | 29 | 41 | 34.3 |
j30c7a5 | 3, 2, 2, 2, 4, 3, 5 | 16 | 30 | 22 | 14 | 24 | 19.8 | 25 | 36 | 32 |
j50c7a1 | 2, 2, 5, 2, 2, 2, 3 | 14 | 26 | 17.2 | 13 | 20 | 19 | 29 | 39 | 34 |
j50c7a2 | 4, 3, 2, 2, 5, 3, 4 | 16 | 29 | 19.7 | 15 | 21 | 19.5 | 34 | 43 | 36 |
j50c7a3 | 5, 2, 2, 3, 3, 5, 3 | 18 | 31 | 20.1 | 16 | 24 | 21.9 | 35 | 46 | 37.5 |
j50c7a4 | 3, 4, 2, 2, 5, 4, 4 | 20 | 33 | 21 | 18 | 27 | 23.5 | 35 | 47 | 38.3 |
j50c7a5 | 2, 3, 2, 2, 4, 3, 3 | 19 | 30 | 22.2 | 18 | 28 | 24 | 34 | 77.4 | 38 |
平均值 |
| 13.95 | 25.25 | 18.37 | 15.05 | 23.695 | 19.105 | 30.9 | 42.57 | 34.775 |