Table 8 The response time of the five algorithms on the DTLZ test suite with different numbers of objectives (/s).
From: An improved farmland fertility algorithm for many-objective optimization problems
Text Suite | M | NSGA-III | MOEA/D | RVEA | ARMOEA | MOIFF |
|---|---|---|---|---|---|---|
DTLZ1 | 3 | 1.76 | 6.68 | 1.53 | 25.44 | 19.37 |
5 | 9.15 | 27.40 | 8.13 | 545.94 | 130.42 | |
8 | 7.71 | 23.37 | 6.52 | 391.99 | 149.63 | |
10 | 21.16 | 60.25 | 14.22 | 1415.25 | 777.34 | |
15 | 18.25 | 41.07 | 12.98 | 808.41 | 299.35 | |
DTLZ2 | 3 | 1.25 | 4.15 | 1.08 | 25.31 | 11.75 |
5 | 6.19 | 16.32 | 4.76 | 375.87 | 63.92 | |
8 | 7.39 | 15.95 | 5.32 | 385.87 | 47.32 | |
10 | 16.19 | 50.63 | 13.39 | 1718.32 | 219.84 | |
15 | 16.10 | 27.61 | 8.45 | 647.24 | 310.61 | |
DTLZ3 | 3 | 5.10 | 16.79 | 4.64 | 74.94 | 27.67 |
5 | 15.99 | 46.65 | 14.12 | 699.76 | 136.36 | |
8 | 14.66 | 30.19 | 10.83 | 651.96 | 86.70 | |
10 | 40.22 | 101.73 | 28.01 | 2895.24 | 387.07 | |
15 | 30.07 | 54.81 | 22.56 | 1530.45 | 133.54 | |
DTLZ4 | 3 | 5.05 | 4.79 | 4.37 | 141.00 | 17.57 |
5 | 20.25 | 50.41 | 15.79 | 1342.95 | 138.55 | |
8 | 12.79 | 20.25 | 11.12 | 1322.76 | 106.81 | |
10 | 58.17 | 129.12 | 43.42 | 5216.51 | 516.42 | |
15 | 47.73 | 82.76 | 38.18 | 3000.08 | 265.89 | |
DTLZ5 | 3 | 4.90 | 10.62 | 3.74 | 130.104 | 17.86 |
5 | 19.03 | 47.09 | 11.53 | 1555.28 | 150.56 | |
8 | 18.65 | 38.83 | 12.17 | 1508.99 | 98.48 | |
10 | 18.33 | 40.56 | 10.48 | 1666.67 | 152.47 | |
15 | 33.11 | 56.77 | 25.17 | 2369.89 | 137.23 | |
DTLZ6 | 3 | 3.68 | 7.23 | 2.77 | 13.85 | 11.15 |
5 | 6.69 | 16.21 | 5.05 | 566.72 | 50.24 | |
8 | 12.98 | 24.55 | 9.04 | 980.66 | 44.76 | |
10 | 26.48 | 52.01 | 16.99 | 2361.61 | 205.54 | |
15 | 39.34 | 55.88 | 22.78 | 2420.85 | 134.48 | |
DTLZ7 | 3 | 4.67 | 10.19 | 3.94 | 96.75 | 18.18 |
5 | 18.62 | 45.16 | 12.74 | 1585.89 | 140.21 | |
8 | 19.51 | 40.86 | 13.60 | 1912.30 | 101.58 | |
10 | 62.77 | 127.04 | 36.07 | 6179.27 | 500.29 | |
15 | 53.54 | 79.87 | 32.27 | 4160.32 | 204.15 |
