Research Article

Improving Vector Evaluated Particle Swarm Optimisation Using Multiple Nondominated Leaders

Table 3

Algorithm performance tested on ZDT2 problem.

Measure VEPSO VEPSOnds VEPSOml1 VEPSOml2

NS Ave. 8.070000 38.120000 91.090000 99.620000
SD 6.356822 25.747131 28.474726 3.800000
Min. 1.000000 1.000000 1.000000 62.000000
Max. 24.000000 100.000000 100.000000 100.000000

GD Ave. 0.766956 0.039653 0.005109 0.000152
SD 0.324444 0.063791 0.010867 0.001009
Min. 0.240509 0.000000 0.000000 0.000043
Max. 1.679803 0.310345 0.028380 0.010144

SP Ave. 0.944524 0.947356 0.267797 0.098572
SD 0.065266 0.111963 0.315008 0.065826
Min. 0.797757 0.695715 0.059578 0.064648
Max. 1.080351 1.278655 1.000004 0.721104

HV Ave. 0.137784 0.250495 0.328291
SD 0.117596 0.127625 0.004182
Min. 0.000000 0.286901
Max. 0.311075 0.328807 0.328816