Research Article

A Knee Point-Driven Many-Objective Evolutionary Algorithm with Adaptive Switching Mechanism

Table 4

Mean and standard deviation values of IGD for KPEA and state-of-art algorithms on WFG problems.

ProblemMk-NSGAIIKnEAPi-MOEAhpaEAVaEAKPEA

WFG13
5
8
10

WFG23
5
8
10

WFG33
5
8
10

WFG43
5
8
10

WFG53
5
8
10

WFG63
5
8
10

WFG73
5
8
10

WFG833.2937e-1 (8.43e-3) –
51.2737e+0 (1.58e-2) –1
83.4668e+0 (5.41e-2) –
104.3376e+0 (6.49e-2) +

WFG932.2145e-1 (6.30e-3) –
51.1428e+0 (1.57e-2) –
83.1190e+0 (3.61e-2) –
103.9926e+0 (3.81e-2) +

+/-/=0/33/33/21/128/16/120/36/04/30/2