Improving Vector Evaluated Particle Swarm Optimisation Using Multiple Nondominated Leaders

Table 9

Performance comparison based on ZDT3 test problem.

Measure		AbYSS	NSGA-II	SPEA2	SMPSO	VEPSOml2
NS	Ave.	100.000000	100.000000	100.000000	99.900000	96.500000
	SD	0.000000	0.000000	0.000000	0.904534	11.372037
	Min.	100.000000	100.000000	100.000000	91.000000	49.000000
	Max.	100.000000	100.000000	100.000000	100.00000	100.000000
GD	Ave.	0.000193	0.000211	0.000230	0.000203	0.001456
	SD	0.000019	0.000013	0.000019	0.000061	0.002533
	Min.	0.000144	0.000180	0.000184	0.000155	0.000159
	Max.	0.000264	0.000268	0.000327	0.000717	0.007328
SP	Ave.	0.707651	0.747853	0.711165	0.717493	0.752151
	SD	0.013739	0.015736	0.008840	0.032822	0.050459
	Min.	0.696859	0.715199	0.698590	0.697943	0.703181
	Max.	0.796404	0.793183	0.775317	0.950901	0.981492
HV	Ave.	0.512386	0.514813	0.513996	0.514996	0.493073
	SD	0.011314	0.000159	0.000675	0.001737	0.045211
	Min.	0.463776	0.514449	0.510764	0.500484	0.391275
	Max.	0.515960	0.515185	0.514668	0.515818	0.515941