Research Article
The Design of Contactors Based on the Niching Multiobjective Particle Swarm Optimization
Table 1
The performance of five algorithms.
| | NMOPSO | MOPSO | NSGA-II | AGMOPSO | CDMOPSO |
| ZDT1 | GD | Mean | 1.49e − 4 | 2.02e − 3 | 1.01e − 3 | 6.23e − 4 | 7.80e − 4 | Variance | 1.82e − 9 | 1.12e − 5 | 7.70e − 7 | 3.17e − 6 | 2.02e − 7 | Obj1 | Best | 0 | 0 | 0 | 0 | 0 | Worst | 0 | 0.009 | 0 | 0 | 0 | Obj2 | Best | 0 | 0.002 | 0 | 0 | 0 | Worst | 0 | 0.178 | 0.329 | 0.031 | 0.050 |
| ZDT2 | GD | Mean | 9.14e − 5 | 5.28e − 4 | 9.94e − 4 | 9.61e − 5 | 1.23e − 4 | Variance | 2.58e − 8 | 2.91e − 8 | 4.76e − 7 | 2.25e − 9 | 6.75e − 9 | Obj1 | Best | 0 | 0 | 0 | 0 | 0 | Worst | 0 | 0 | 0 | 0.011 | 0 | Obj2 | Best | 0 | 0 | 0 | 0 | 0 | Worst | 0.027 | 0.040 | 0.243 | 0.037 | 0.004 |
| ZDT3 | GD | Mean | 1.53e − 4 | 4.65e − 4 | 2.70e − 3 | 3.31e − 3 | 1.22e − 3 | Variance | 4.32e − 9 | 3.05e − 8 | 6.61e − 6 | 3.17e − 5 | 9.75e − 6 | Obj1 | Best | 0 | 0 | 0 | 0 | 0 | Worst | 0 | 0.002 | 0 | 0 | 0 | Obj2 | Best | −0.773 | −0.744 | −0.773 | −0.773 | −0.773 | | | Worst | −0.773 | −0.506 | −0.355 | −0.592 | −0.563 |
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