Research on Chaotic Chimp Optimization Algorithm Based on Adaptive Tuning and Its Optimization for Engineering Application

Table 3

Benchmark function test results.

F	A	Mean	Std	Min	F	A	Mean	Std	Min
F1	ChOA	0.0490	0.1803	0.0000	F2	ChOA	0.1494	0.2280	0.0014
	PSO	1.7232	0.7346	0.4964		PSO	3.3120	0.8979	1.8011
	AIWPSO	0.0018	0.0037	0.0000		AIWPSO	0.0583	0.0787	0.0031
	IPSO	0.0009	0.0029	0.0000		IPSO	2.0742	4.0398	0.0014
	IChOA	0.1053	0.1649	0.0022		IChOA	0.1326	0.1853	0.0147
F3	ChOA	14.4436	28.7397	0.0290	F4	ChOA	0.0744	0.0676	0.0029
	PSO	117.4946	36.4906	60.8490		PSO	1.7298	0.2879	1.1910
	AIWPSO	0.5814	1.2561	0.0310		AIWPSO	5.3386	2.0458	1.8884
	IPSO	1.3446	1.8948	0.0616		IPSO	6.4902	2.9093	2.3257
	IChOA	0.0729	0.2797	0.0000		IChOA	0.6974	1.7474	0.0005
F5	ChOA	28.8678	0.1125	28.6769	F6	ChOA	3.0390	0.4009	2.1409
	PSO	0.7674	0.3375	0.2866		PSO	1.7907	0.8329	0.6896
	AIWPSO	0.3197	1.6409	0.0009		AIWPSO	0.0032	0.0066	0.0000
	IPSO	0.3181	1.6411	0.0021		IPSO	0.0010	0.0030	0.0000
	IChOA	28.0649	0.5790	27.1407		IChOA	2.9694	0.3552	2.4066
F7	ChOA	0.0015	0.0014	0.0002	F8	ChOA	10.2123	10.1522	1.0471
	PSO	12.4440	12.7106	2.5930		PSO	151.2132	35.6805	83.4503
	AIWPSO	0.0400	0.0143	0.0101		AIWPSO	62.7272	13.9396	33.8338
	IPSO	0.0427	0.0197	0.0200		IPSO	82.7144	27.3897	36.8150
	IChOA	0.0029	0.0020	0.0001		IChOA	0.0330	0.1808	0.0000
F9	ChOA	0.0146	0.0186	0.0000	F10	ChOA	0.4510	0.2564	0.1375
	PSO	0.1026	0.0406	0.0405		PSO	0.0346	0.0424	0.0072
	AIWPSO	0.0197	0.0173	0.0000		AIWPSO	0.7336	0.7032	0.0000
	IPSO	0.0347	0.0428	0.0000		IPSO	0.8589	2.2486	0.0000
	IChOA	0.0022	0.0118	0.0000		IChOA	0.2633	0.0431	0.1439