Table 12.
Results of Runtime for considered MO algorithms on ZDT benchmark problems.
| Problem | MOSCA | MODA | MOWHO | MOMFO | NSGA-II | DEMO | MOCS | MOCS2Arc |
|---|---|---|---|---|---|---|---|---|
| ZDT1 | 1.6296e + 0 – | 6.8671e–1 – | 6.1331e–1 – | 1.3567e + 0 – | 1.9781e + 0 – | 1.0660e + 1 – | 7.8592e–1 – | 5.59E–01 |
| ZDT2 | 1.4307e + 0 – | 6.1097e–1 – | 4.5990e–1 + | 5.2558e–1 = | 1.8287e + 0 – | 7.7914e + 0 – | 7.2705e–1 – | 5.27E–01 |
| ZDT3 | 1.4471e + 0 – | 6.9670e–1 – | 5.1570e–1 + | 4.9546e–1 + | 2.0707e + 0 – | 7.3315e + 0 – | 7.5352e–1 – | 5.85E–01 |
| ZDT4 | 1.1969e + 0 – | 6.2313e–1 – | 4.5227e–1 – | 5.0288e–1 – | 1.7792e + 0 – | 8.0954e + 0 – | 5.0183e–1 – | 3.12E–01 |
| ZDT5 | 1.4709e + 0 – | 5.9081e–1 – | 5.5892e–1 – | 4.4795e–1 – | 3.9062e + 0 – | 8.0901e + 0 – | 3.9296e–1 – | 3.18E–01 |
| ZDT6 | 1.9845e + 0 – | 7.1864e–1 – | 5.9377e–1 – | 4.9010e–1 – | 1.8001e + 0 – | 9.1741e + 0 – | 4.9960e–1 – | 3.06E–01 |
| + /–/ = | 0/6/0 | 0/6/0 | 2/4/0 | 1/4/1 | 0/6/0 | 0/6/0 | 0/6/0 |