Research Article
[Retracted] An Improved SPEA2 Algorithm with Adaptive Selection of Evolutionary Operators Scheme for Multiobjective Optimization Problems
Table 6
Results using AGS_PAES for MK problems.
| Instance | Dimension | AOSPEA | SPEA2 | NSGA-II | PESA-II | MODEA | MRE | CPU times | MRE | CPU times | MRE | CPU times | MRE | CPU times | MRE | CPU times |
| ZDT1 | 30 | 4.003 | 735.1 | 4.591 | 839.6 | 4.612 | 856.9 | 5.317 | 857.5 | 5.401 | 858.9 | ZDT2 | 30 | 4.892 | 725.9 | 4.445 | 841.5 | 4.961 | 837.7 | 5.116 | 848.3 | 5.921 | 849.7 | ZDT3 | 30 | 5.129 | 100.3 | 5.312 | 150.3 | 5.378 | 125.4 | 5.865 | 126.6 | 5.977 | 127.3 | ZDT4 | 10 | 5.549 | 273.3 | 6.068 | 378.1 | 6.543 | 405.1 | 6.651 | 415.7 | 7.076 | 417.1 | ZDT6 | 10 | 6.002 | 479.5 | 6.132 | 592.1 | 6.298 | 601.3 | 6.769 | 621.9 | 8.012 | 633.3 | DTLZ1 | 7 | 4.198 | 279.1 | 4.226 | 399.8 | 4.331 | 400.9 | 4.821 | 401.5 | 5.086 | 412.9 | DTLZ2 | 12 | 5.012 | 434.8 | 5.203 | 531.1 | 5.302 | 556.6 | 5.825 | 557.2 | 6.325 | 568.6 | DTLZ3 | 12 | 3.471 | 499.2 | 3.821 | 645.1 | 4.828 | 621.0 | 5.336 | 621.6 | 6.253 | 633.1 | DTLZ4 | 12 | 4.021 | 619.6 | 4.325 | 778.9 | 5.952 | 781.4 | 5.409 | 812.9 | 6.612 | 824.3 | LZ09_F1 | 10 | 5.887 | 647.3 | 6.208 | 751.2 | 6.802 | 789.1 | 7.337 | 829.7 | 8.389 | 831.1 | LZ09_F2 | 30 | 9.021 | 1415.1 | 9.101 | 1781.2 | 9.199 | 1576.9 | 9.657 | 1597.5 | 10.897 | 1618.9 | LZ09_F3 | 30 | 7.312 | 1268 | 7.625 | 1459.9 | 7.883 | 1469.8 | 8.331 | 1480.4 | 9.441 | 1501.8 | LZ09_F4 | 30 | 8.872 | 1199.8 | 9.105 | 1410.1 | 9.919 | 1461.6 | 9.664 | 1472.2 | 9.982 | 1483.6 | LZ09_F5 | 30 | 5.885 | 1170.3 | 6.115 | 1312.9 | 6.231 | 1332.1 | 6.723 | 1362.7 | 6.905 | 1399.1 | LZ09_F6 | 10 | 9.002 | 1149.7 | 9.205 | 1341.1 | 9.902 | 1361.5 | 10.008 | 1392.1 | 12.911 | 1419.5 | LZ09_F7 | 10 | 8.884 | 1074.4 | 9.012 | 1231.1 | 9.218 | 1236.2 | 9.733 | 1266.8 | 10.023 | 1289.2 | LZ09_F9 | 30 | 5.768 | 1141.9 | 6.003 | 1366.5 | 6.177 | 1399.7 | 6.691 | 1430.3 | 7.116 | 1459.7 | MRE | — | 7.395 | — | 7.552 | — | 7.629 | — | 7.895 | — | 8.915 | — |
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