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 | 0.0172 | 0.0291 | 0.0226 | 0.0159 | 0.0262 | 0.0203 | 0.0072 | 0.0152 | 0.0175 |
j10c5a2 | 3, 2, 2, 5, 3 | 0.0159 | 0.0252 | 0.0191 | 0.0162 | 0.0248 | 0.0195 | 0.0083 | 0.0139 | 0.0100 |
j10c5a3 | 2, 3, 5, 2, 2 | 0.0181 | 0.0263 | 0.0205 | 0.0158 | 0.0237 | 0.0197 | 0.0073 | 0.0138 | 0.0101 |
j10c5a4 | 3, 3, 2, 2, 5 | 0.0184 | 0.0285 | 0.0214 | 0.0163 | 0.0256 | 0.0214 | 0.0071 | 0.0117 | 0.0098 |
j10c5a5 | 5, 3, 2, 2, 2 | 0.0184 | 0.0283 | 0.0215 | 0.0159 | 0.0226 | 0.0185 | 0.0070 | 0.0143 | 0.0102 |
j20c6a1 | 2, 2, 5, 2, 2, 2 | 0.0217 | 0.0293 | 0.0254 | 0.0162 | 0.0231 | 0.0198 | 0.0058 | 0.0099 | 0.0082 |
j20c6a2 | 3, 3, 2, 2, 5, 2 | 0.0189 | 0.0318 | 0.0257 | 0.0165 | 0.0258 | 0.0242 | 0.0068 | 0.0129 | 0.0093 |
j20c6a3 | 5, 2, 2, 3, 4, 2 | 0.0195 | 0.0254 | 0.0248 | 0.0171 | 0.0261 | 0.0221 | 0.0065 | 0.0158 | 0.0108 |
j20c6a4 | 2, 3, 4, 2, 3, 3 | 0.0192 | 0.0295 | 0.0261 | 0.0175 | 0.0266 | 0.0226 | 0.0056 | 0.0131 | 0.0092 |
j20c6a5 | 3, 5, 4, 4, 2, 2 | 0.0163 | 0.0294 | 0.0252 | 0.0177 | 0.0269 | 0.0230 | 0.0065 | 0.0097 | 0.0082 |
j30c7a1 | 2, 2, 5, 2, 2, 2, 3 | 0.0244 | 0.0318 | 0.0288 | 0.0182 | 0.0272 | 0.0241 | 0.0062 | 0.0131 | 0.0105 |
j30c7a2 | 4, 2, 3, 3, 5, 2, 2 | 0.0253 | 0.0319 | 0.0261 | 0.0184 | 0.0279 | 0.0231 | 0.0075 | 0.0131 | 0.0089 |
j30c7a3 | 2, 3, 3, 2, 2, 4, 3 | 0.0182 | 0.0311 | 0.0264 | 0.0179 | 0.0275 | 0.0218 | 0.0062 | 0.0162 | 0.0093 |
j30c7a4 | 2, 5, 3, 3, 2, 2, 2 | 0.0218 | 0.0332 | 0.0269 | 0.0171 | 0.0285 | 0.0222 | 0.0063 | 0.0108 | 0.0086 |
j30c7a5 | 3, 2, 2, 2, 4, 3, 5 | 0.0173 | 0.0324 | 0.0261 | 0.0165 | 0.0279 | 0.0234 | 0.0055 | 0.0136 | 0.0087 |
j50c7a1 | 2, 2, 5, 2, 2, 2, 3 | 0.0195 | 0.0331 | 0.0255 | 0.0172 | 0.0273 | 0.0228 | 0.0073 | 0.0136 | 0.0108 |
j50c7a2 | 4, 3, 2, 2, 5, 3, 4 | 0.0234 | 0.0319 | 0.0248 | 0.0175 | 0.0268 | 0.0237 | 0.0076 | 0.0140 | 0.0112 |
j50c7a3 | 5, 2, 2, 3, 3, 5, 3 | 0.0258 | 0.0335 | 0.0256 | 0.0182 | 0.0281 | 0.0241 | 0.0065 | 0.0139 | 0.0104 |
j50c7a4 | 3, 4, 2, 2, 5, 4, 4 | 0.0221 | 0.0341 | 0.0255 | 0.0165 | 0.0282 | 0.0239 | 0.0081 | 0.0142 | 0.0122 |
j50c7a5 | 2, 3, 2, 2, 4, 3, 3 | 0.0266 | 0.0349 | 0.0252 | 0.0186 | 0.0286 | 0.0243 | 0.0085 | 0.0147 | 0.0126 |
平均值 |
| 0.0204 | 0.0305 | 0.0247 | 0.0171 | 0.0265 | 0.0222 | 0.0069 | 0.0134 | 0.0103 |