| 测试问题 | MOEADCMA | CAMOEA | NSGAII | MMOPSO | CMOPSO | MOPSO_RS |
| DTLZ1 | 2.068 6×10−2
(1.13×10−4) − | 2.136 4×10−2
(3.22×10−4) − | 2.739 6×10−2
(1.11×10−3) − | 1.157 7×10−1
(2.41×10−1) − | 7.869 8×10−1
(1.57×10+0) − | 2.026 2×10−2
(1.79×10−4) |
| DTLZ2 | 5.549 4×10−2
(3.97×10−4) + | 5.706 2×10−2
(7.67×10−4) − | 6.902 1×10−2
(2.77×10−3) − | 7.143 9×10−2
(2.00×10−3) − | 5.803 3×10−2
(1.15×10−3) − | 5.595 1×10−2
(8.06×10−4) |
| DTLZ3 | 1.810 6×10+0
(3.39×10+0) − | 5.838 6×10−2
(3.03×10−3) − | 6.947 4×10−2
(2.78×10−3) − | 2.371 7×10−1
(3.61×10−1) − | 3.773 6×10+1
(2.67×10+1) − | 5.471 1×10−2
(7.28×10−4) |
| DTLZ4 | 9.455 3×10−2
(6.45×10−2) − | 5.734 0×10−2
(9.37×10−4) − | 9.490 2×10−2
(1.58×10−1) − | 7.185 8×10−2
(2.92×10−3) − | 6.037 4×10−2
(1.24×10−3) − | 5.629 6×10−2
(1.02×10−3) |
| DTLZ5 | 2.277 5×10−2
(5.66×10−5) − | 5.073 2×10−3
(1.53×10−4) − | 5.854 1×10−3
(3.42×10−4) − | 6.532 5×10−3
(9.75×10−4) − | 5.909 7×10−3
(7.55×10−4) − | 4.360 3×10−3
(9.46×10−5) |
| DTLZ6 | 2.288 7×10−2
(2.19×10−5) − | 4.633 2×10−3
(1.28×10−4) − | 5.882 0×10−3
(3.01×10−4) − | 6.889 7×10−3
(6.76×10−4) − | 4.215 9×10−3
(4.69×10−5) − | 4.084 1×10−3
(2.39×10−5) |
| DTLZ7 | 1.512 8×10−1
(5.13×10−3) − | 6.190 9×10−2
(1.64×10−3) = | 7.584 4×10−2
(3.65×10−3) − | 1.206 6×10−1
(9.00×10−2) − | 1.554 6×10−1
(2.27×10−1) − | 6.176 5×10−2
(1.45×10−3) |
| WFG2 | 2.453 4×10−1
(1.67×10−2) − | 1.827 0×10−1
(7.41×10−3) − | 2.173 0×10−1
(9.22×10−3) − | 2.324 9×10−1
(1.28×10−2) − | 1.807 3×10−1
(6.13×10−3) − | 1.735 8×10−1
(4.34×10−3) |
| WFG4 | 3.312 3×10−1
(2.11×10−2) − | 2.329 7×10−1
(3.73×10−3) − | 2.788 7×10−1
(8.35×10−3) − | 3.113 3×10−1
(8.35×10−3) − | 2.670 6×10−1
(5.75×10−3) − | 2.275 9×10−1
(3.37×10−3) |
| WFG9 | 3.036 8×10−1
(2.52×10−2) − | 2.314 3×10−1
(4.11×10−3) − | 2.744 4×10−1
(1.20×10−2) − | 2.877 0×10−1
(2.18×10−2) − | 2.186 2×10−1
(3.26×10−3) = | 2.172 7×10−1
(3.62×10−3) |
| +/−/= | 1/9/0 | 0/9/1 | 0/10/0 | 0/10/0 | 0/9/1 | |