Table 9 Results for solving small size issues.
Prob. | WOA (whale’s optimization algorithm) | NSGA-II | ε-constraint method | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Quality | Spacing | Diversity | CPU time | Pareto Ans | Quality | Spacing | Diversity | CPU time | Pareto Ans | Quality | Spacing | Diversity | CPU time | Pareto Ans | |
3/4 | 85.2 | 0.92 | 985.2 | 155.2 | 380 | 14.8 | 0.78 | 740.7 | 73.4 | 301 | 27.2 | 0.88 | 832.4 | 81.2 | 301 |
5/4 | 83.5 | 0.51 | 1365.9 | 159.2 | 299 | 16.5 | 0.47 | 840.9 | 73.6 | 79 | 22.5 | 0.67 | 847.1 | 86.6 | 87 |
7/4 | 88.1 | 0.64 | 1439.9 | 160.1 | 534 | 11.9 | 0.56 | 850.2 | 80.1 | 47 | 16.2 | 0.60 | 870.2 | 90.1 | 64 |
10/4 | 100 | 1.06 | 1468.3 | 162.5 | 200 | 0 | 0.71 | 1130.6 | 89.2 | 301 | 0 | 0.91 | 1234.1 | 95.5 | 280 |
12/4 | 87.7 | 0.68 | 1582.2 | 163.1 | 198 | 12.3 | 0.44 | 1220.4 | 85.2 | 217 | 9.3 | 0.54 | 1256.2 | 97.8 | 225 |
16/4 | 87.6 | 0.91 | 1702.3 | 171.8 | 231 | 12.4 | 0.78 | 1261.3 | 105.7 | 211 | 6.3 | 0.88 | 1265.8 | 103.7 | 321 |
18/4 | 83.4 | 0.71 | 1708.9 | 181.8 | 187 | 16.6 | 0.47 | 1349.1 | 112.6 | 149 | 4.8 | 0.54 | 1367.7 | 109.4 | 102 |
18/5 | 85.8 | 0.73 | 1763.2 | 182.4 | 345 | 14.2 | 0.62 | 1360.6 | 124.5 | 348 | 12.1 | 0.65 | 1370.3 | 114.9 | 349 |
18/7 | 88.1 | 1.01 | 1930.2 | 184.7 | 488 | 11.9 | 0.49 | 1281.4 | 124.9 | 351 | 10.5 | 0.89 | 1381.6 | 123.6 | 380 |
20/7 | 88.7 | 1.32 | 2012.9 | 199.4 | 529 | 11.3 | 0.70 | 1495.4 | 136.7 | 400 | 7.2 | 0.98 | 1470.4 | 130.1 | 413 |