Final point | Performance metric | INSGA-II | MO-INSGA-II | SHAMODE-WO | IMOPSO | MOEA/D-URAW | IMODE | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Mean | SD | Mean | SD | Mean | SD | Mean | SD | Mean | SD | Mean | SD | ||
FPH1 | IGD | 2.15 | 0.698 | 4.02 | 1.07 | 6.53 | 1.62 | 10.4 | 3.04 | 8.25 | 2.16 | 20.1 | 8.27 |
HV | 76.4 | 3.23 | 73.3 | 3.19 | 67.1 | 3.59 | 64.9 | 5.20 | 61.7 | 6.37 | 60.1 | 7.62 | |
OO | 17.0 | 2.93 | 20.9 | 4.61 | 16.1 | 2.18 | 16.0 | 2.84 | 15.9 | 2.48 | 10.9 | 3.22 | |
FPH2 | IGD | 2.24 | 0.636 | 4.17 | 0.997 | 6.79 | 1.82 | 11.8 | 4.53 | 8.31 | 2.20 | 19.8 | 7.92 |
HV | 75.2 | 3.05 | 76.7 | 3.29 | 67.3 | 3.50 | 64.9 | 5.19 | 63.9 | 5.97 | 60.7 | 7.02 | |
OO | 17.4 | 2.58 | 20.4 | 4.37 | 15.4 | 2.12 | 11.9 | 2.83 | 15.9 | 2.48 | 11.4 | 3.01 | |
FPH3 | IGD | 2.34 | 0.587 | 4.32 | 0.955 | 6.77 | 1.78 | 11.3 | 4.01 | 8.34 | 2.23 | 19.5 | 7.58 |
HV | 78.1 | 2.92 | 76.1 | 3.28 | 67.3 | 3.45 | 64.9 | 5.19 | 66.1 | 5.63 | 61.4 | 6.57 | |
OO | 17.8 | 2.34 | 19.9 | 4.13 | 15.7 | 2.17 | 12.9 | 2.53 | 15.9 | 2.50 | 11.9 | 2.83 | |
FPH4 | IGD | 2.43 | 0.554 | 4.47 | 0.946 | 6.76 | 1.73 | 10.9 | 3.51 | 8.38 | 2.26 | 19.2 | 7.24 |
HV | 76.9 | 2.82 | 75.4 | 3.32 | 67.5 | 3.45 | 64.9 | 5.18 | 68.3 | 5.38 | 62.1 | 6.30 | |
OO | 18.2 | 2.23 | 19.4 | 3.90 | 15.9 | 2.25 | 13.9 | 2.36 | 15.9 | 2.53 | 12.4 | 2.68 | |
FPH5 | IGD | 2.52 | 0.540 | 4.62 | 0.971 | 6.74 | 1.69 | 10.4 | 3.04 | 8.42 | 2.29 | 18.9 | 6.90 |
HV | 75.8 | 2.77 | 74.8 | 3.39 | 67.3 | 3.51 | 64.9 | 5.11 | 70.6 | 5.21 | 62.8 | 6.23 | |
OO | 18.5 | 2.28 | 18.9 | 3.69 | 16.3 | 2.35 | 14.9 | 2.35 | 15.9 | 2.57 | 12.9 | 2.57 | |
FPH6 | IGD | 2.62 | 0.546 | 4.76 | 1.03 | 6.73 | 1.65 | 9.93 | 2.60 | 8.45 | 2.33 | 18.6 | 6.57 |
HV | 74.6 | 2.77 | 74.2 | 3.49 | 67.3 | 3.63 | 64.9 | 5.13 | 72.8 | 5.14 | 63.5 | 6.39 | |
OO | 18.9 | 2.48 | 18.5 | 3.49 | 16.5 | 2.47 | 15.9 | 2.49 | 15.9 | 2.60 | 13.5 | 2.51 | |
FPH7 | IGD | 2.71 | 0.573 | 4.91 | 1.11 | 6.72 | 1.61 | 9.46 | 2.22 | 8.49 | 2.36 | 18.26 | 6.24 |
HV | 73.4 | 2.82 | 73.5 | 3.63 | 67.3 | 3.79 | 64.9 | 5.15 | 75.0 | 5.18 | 64.1 | 6.73 | |
OO | 19.3 | 2.78 | 17.9 | 3.31 | 16.8 | 2.61 | 16.9 | 2.78 | 16.0 | 2.65 | 13.9 | 2.48 | |
FPH8 | IGD | 2.80 | 0.62 | 5.06 | 1.21 | 6.70 | 1.58 | 8.99 | 1.94 | 8.53 | 2.39 | 17.9 | 5.91 |
HV | 77.3 | 2.91 | 72.9 | 3.79 | 67.3 | 3.98 | 64.8 | 5.14 | 77.2 | 5.32 | 64.8 | 7.25 | |
OO | 19.7 | 3.18 | 17.5 | 3.15 | 17.1 | 2.77 | 17.9 | 3.15 | 16.1 | 2.69 | 14.5 | 2.51 |