Research Article

Modified Atom Search Optimization Based on Immunologic Mechanism and Reinforcement Learning

Table 7

Test statistical results of the Wilcoxon rank sum test.

Algorithmf1(x)f2(x)f3(x)
HPSigHPSigHPSig

ASO_chaos/ASO00.31461900.32448800.328083
ASO_vaccine/ASO00.48831400.64140700.195942
ASO_rl/ASO00.70186100.92572500.920272

f4(x)f5(x)f6(x)
HPSigHPSigHPSig

ASO_chaos/ASO00.24459400.06236800.701051
ASO_vaccine/ASO00.55367410.030511+00.315137
ASO_rl/ASO00.89369910.000289+00.706156

f7(x)f8(x)f9(x)
HPSigHPSigHPSig

ASO_chaos/ASO00.32117200.30777210.000331+
ASO_vaccine/ASO00.4176900.45748710.004432+
ASO_rl/ASO00.80111200.63600210.03666+

f10(x)f11(x)f12(x)
HPSigHPSigHPSig

ASO_chaos/ASO18.67E − 08+00.30140400.321245
ASO_vaccine/ASO17.45E − 07+00.20561100.231387
ASO_rl/ASO11.61E − 07+00.89836900.914785

f13(x)f14(x)f15(x)
HPSigHPSigHPSig

ASO_chaos/ASO12.53E − 18+10.018586+10.02315+
ASO_vaccine/ASO18.18E − 05+00.06405800.479393
ASO_rl/ASO10.000381+10.000728+00.075423

f16(x)f17(x)f18(x)
HPSigHPSigHPSig

ASO_chaos/ASO00.44962400.38592900.311159
ASO_vaccine/ASO00.46267700.45852100.555353
ASO_rl/ASO00.76935400.75360700.8118

f19(x)f20(x)f21(x)
HPSigHPSigHPSig

ASO_chaos/ASO10.000516+00.38934414.02E − 07+
ASO_vaccine/ASO10.003634+00.41280811.92E − 08+
ASO_rl/ASO10.013797+00.63602816.05E − 07+