Wind Farm Layout Optimization Based on Dynamic Opposite Learning-Enhanced Sparrow Search Algorithm

Table 7

Comparison of running rates of different algorithms.

Running time (s)	PSO	Jaya	cfwPSO	cfPSO	NTLBO	DE	ETLBO	SSA	DOLSSA
wt1	24.04	23.714	139.02	46.43	45.32	20.42	45.35	1.61	10.61
wt2	24.92	21.57	162.53	46.17	44.49	18.84	45.76	1.50	11.99
wt3	22.60	21.40	102.92	43.46	44.66	18.59	45.78	2.88	10.58
wt4	22.81	22.98	73.99	45.54	44.29	20.86	48.70	1.47	10.48
wt5	23.88	21.89	57.86	44.47	46.30	19.06	43.17	4.35	11.29
wt6	46.57	41.65	172.57	93.95	87.16	51.84	85.42	7.66	17.96
wt7	22.35	23.41	162.55	45.80	45.03	18.82	44.70	1.62	11.05
wt8	20.93	25.85	143.09	43.66	44.65	18.70	43.13	3.77	10.61
wt9	25.04	22.81	154.29	45.28	47.64	18.67	44.59	1.52	10.59
wt10	22.79	22.27	106.62	46.28	44.73	18.76	45.80	1.72	11.11
wt11	23.21	23.53	90.42	46.48	45.75	19.40	45.32	1.83	11.08
wt12	25.81	25.05	66.07	54.03	51.89	24.21	53.54	2.67	12.17
wt13	25.99	25.01	69.81	55.05	51.52	24.20	51.49	2.61	11.86
wt14	21.88	22.35	142.04	44.75	45.15	17.34	46.38	1.56	10.39
wt15	22.13	21.75	149.16	44.47	44.38	17.76	43.67	1.57	11.01
wt16	21.94	22.18	54.13	46.95	43.86	17.98	44.16	1.60	10.36
HF1	52.41	52.53	287.19	101.99	100.53	40.02	100.25	3.61	24.87
HF2	49.66	49.13	208.75	103.70	101.17	40.96	102.29	4.23	23.81
HF3	60.15	56.73	236.39	120.81	116.65	53.04	115.99	5.83	27.69
HF4	50.47	49.78	167.00	104.30	98.69	38.57	100.45	4.27	23.09
HF5	51.32	49.89	216.66	103.07	100.64	40.71	101.74	3.52	25.67
HF6	52.42	53.72	175.70	110.14	103.65	41.97	104.40	3.50	23.46
Case 1	17359.33	9088.36	17632.02	27698.24	18927.36	23917.22	21054.65	3584.46	2894.15
Case 2	22280.72	12236.27	16910.49	33490.52	25678.75	24227.29	20365.82	4355.44	2799.29
Case 3	10907.01	8077.98	12479.35	20951.03	15711.32	15522.33	18307.37	2657.81	2562.42
Case 4	23422.66	18635.63	48127.99	48025.36	32596.33	40159.25	49128.37	8913.25	7639.36
Case 5	19104.84	18741.12	49839.66	49589.83	36847.64	37018.04	44042.77	6374.57	6201.06
Case 6	26273.12	19359.76	49359.91	50526.07	37786.63	39279.50	46214.07	8175.30	6507.15
Average time	4287.89	3100.52	7053.15	8275.64	6033.79	6454.44	7161.25	1218.78	1033.40