Research on Economic Optimization of Microgrid Cluster Based on Chaos Sparrow Search Algorithm

Table 3

Comparison results on test functions.

F	Statistics	GA	PSO	CPSO	SSA	ISSA
F1	Ave	1.5885e + 04	0.0557	6.3925e − 40	6.9803e − 134	0
	Std	3.5365e + 03	0.2323	1.0020e − 39	4.9358e − 133	0
F2	Ave	50.2661	7.2639	2.3988e − 20	3.5405e − 71	1.0603e − 219
	Std	8.8456	5.1873	1.5270e − 20	2.5035e − 70	0
F3	Ave	3.1834e + 04	1.8163e + 03	22.9941	4.3294e − 107	0
	Std	9.0644e + 03	1.4864e + 03	81.9827	2.3121e − 106	0
F4	Ave	53.4554	11.8072	11.4627	4.0192e − 76	6.4391e − 208
	Std	5.7831	3.7901	3.3974	2.8420e − 75	0
F5	Ave	2.0631e + 07	114.0382	1.7179e + 03	0	0
	Std	8.4778e + 06	202.1385	1.1891	0	0
F6	Ave	1.6195e + 04	0.0209	5.7585e − 22	0	0
	Std	4.4542e + 03	0.1128	1.6550e − 21	0	0
F7	Ave	8.7427	0.1611	9.4820e − 68	1.4052e − 258	0
	Std	4.5183	0.6440	5.2353e − 67	0	0
F8	Ave	210.7998	76.9175	77.3060	0	0
	Std	28.4726	23.9501	24.3339	0	0
F9	Ave	17.0921	6.5281	2.1541e − 10	8.8818e − 16	8.8818e − 16
	Std	0.7411	1.3035	9.4122e − 20	0	0
F10	Ave	151.2605	0.0943	0.0043	0	0
	Std	33.9782	0.0976	0.0069	0	0
F11	Ave	1.4287e + 07	5.5806	1.4205e − 31	1.5705e − 32	1.5705e − 32
	Std	1.0079e + 07	3.6888	1.2059e − 31	5.5294e − 48	5.5294e − 48
F12	Ave	5.6904e + 07	25.0058	3.9269e − 31	1.3498e − 32	1.3498e − 32
	Std	3.0359e + 07	10.7048	5.9462e − 31	1.1059e − 47	1.1059e − 47