Table 10 Experimental results of four algorithms with the same number of iterations.
Data | IMOMA | MOPSO[13] | NSGA-II[14] | SPEA-II[15] | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
HV | IGD | time(s) | HV | IGD | Time(s) | HV | IGD | Time(s) | HV | IGD | Time(s) | |
data_50_01 | 0.82 | 0.03 | 27.39 | 0.49 | 0.06 | 24.62 | 0.81 | 0.03 | 26.63 | 0.73 | 0.04 | 24.33 |
data_50_02 | 0.86 | 0.07 | 25.42 | 0.52 | 0.12 | 22.53 | 0.82 | 0.07 | 24.82 | 0.68 | 0.12 | 22.75 |
data_50_03 | 0.83 | 0.24 | 28.94 | 0.38 | 0.73 | 26.78 | 0.63 | 0.10 | 27.56 | 0.53 | 0.18 | 25.12 |
data_75_01 | 0.85 | 0.04 | 51.01 | 0.46 | 0.14 | 47.81 | 0.83 | 0.04 | 66.64 | 0.75 | 0.09 | 60.32 |
data_75_02 | 0.74 | 0.13 | 50.25 | 0.41 | 0.34 | 46.67 | 0.70 | 0.14 | 64.65 | 0.64 | 0.16 | 58.25 |
data_75_03 | 0.74 | 0.08 | 53.44 | 0.40 | 0.10 | 50.19 | 0.77 | 0.06 | 69.48 | 0.71 | 0.07 | 62.73 |
data_100_01 | 0.77 | 0.12 | 65.38 | 0.38 | 0.12 | 63.91 | 0.64 | 0.18 | 80.46 | 0.57 | 0.26 | 73.41 |
data_100_02 | 0.81 | 0.06 | 68.71 | 0.45 | 0.29 | 65.14 | 0.80 | 0.11 | 86.19 | 0.75 | 0.11 | 75.93 |
data_100_03 | 0.88 | 0.09 | 70.35 | 0.42 | 0.19 | 66.85 | 0.87 | 0.12 | 87.62 | 0.79 | 0.09 | 77.01 |
data_200_01 | 0.82 | 0.10 | 140.10 | 0.29 | 0.19 | 127.48 | 0.72 | 0.09 | 180.53 | 0.67 | 0.12 | 165.66 |