Computational Intelligence and Neuroscience

Research Article

An Adaptive Shrinking Grid Search Chaotic Wolf Optimization Algorithm Using Standard Deviation Updating Amount

Table 5

Results of supplementary experiments.


Order	Function	Algorithm	Optimal value	Worst value	Average value	Standard deviation	Average iteration	Average time

1	CEC’14-F1	GA	104.9799	30721.11	7855.763	81199210	576.0667	5.9246
		PSO	100	7167.217	966.9491	2364293.9	600	0.18536
		LWPS	104.035	2219.115	650.7181	276101.7	600	8.7827
		CWOA	100.4238	806.3862	303.46	48999.1796	600	9.0239
		ASGS-CWOA	100	100	100	0	17.06	0.75354

2	CEC’14-F2	GA	201.6655	5624.136	1511.7	2202859.8	535.9	5.5281
		PSO	200.0028	5541.629	1877.3888	2559554.7	600	0.1806
		LWPS	208.964	2723.770	769.9574	475101.54	600	9.2476
		CWOA	200.0115	1815.693	489.5193	169111.57	600	8.6269
		ASGS-CWOA	200	200	200	0	15.78	0.70151

3	CEC’14-F3	GA	316.1717	17077.5349	4508.479	23875975	533.3	5.7871
		PSO	300.0007	2391.641	446.9141	101563.53	600	0.18159
		LWPS	300.3407	5796.796	889.49	1104949.7	600	9.2331
		CWOA	300.1111	2196.991	734.5405	232245.81	600	8.5499
		ASGS-CWOA	300	300	300	0	17.62	0.72644

4	CEC’14-F4	GA	400	400.0911	400.0109	0.0005323	86.7333	0.924
		PSO	400	400	400	3.23E − 29	600	0.17534
		LWPS	400	400	400	5.90E − 17	600	8.7697
		CWOA	400	400	400	0	308.7	3.9497
		ASGS-CWOA	400	400	400	0	12.96	0.53133

5	CEC’14-F5	GA	500	520	507.3432	50.5077	71.4333	0.76291
		PSO	500	515.2678	500.9217	6.7366	600	0.18704
		LWPS	500	500.0006	500.0001	1.49E − 08	600	8.8697
		CWOA	500	500	500	1.34E − 22	600	8.5232
		ASGS-CWOA	501.7851	520	514.18	28.5606	600	29.8243

6	CEC’14-F6	GA	600.0001	600.9784	600.302	0.10694	67.9	0.86812
		PSO	600	600	600	2.86E − 11	600	1.3431
		LWPS	600.0001	600.4594	600.0245	0.0087421	600	19.5858
		CWOA	600	600	600	2.32E − 25	599.5667	19.1092
		ASGS-CWOA	600	600	600	0	45.16	17.5578

7	CEC’14-F7	GA	700	701.4272	700.3767	0.19181	61.4333	0.67019
		PSO	700	700.6977	700.0213	0.0089771	600	0.18424
		LWPS	700	700.323	700.0795	0.0063773	600	8.5961
		CWOA	700	700.0271	700.0053	4.69E − 05	514.5667	7.5231
		ASGS-CWOA	700	700	700	0	238.2	11.578

8	CEC’14-F8	GA	800	801.9899	801.0945	0.48507	57.6333	0.62438
		PSO	800	801.4806	800.2342	0.13654	594.26	0.17554
		LWPS	800	800.995	800.1327	0.11439	600	8.486
		CWOA	800	801.9899	800.6965	0.53787	497.3667	7.2666
		ASGS-CWOA	800	800.995	800.2786	0.19957	469.34	21.8131

9	CEC’14-F9	GA	900	903.9798	901.3929	1.1615	58.2667	0.63184
		PSO	900	900.995	900.186	0.10073	591.31	0.17613
		LWPS	900	900.995	900.0995	0.089095	600	8.5478
		CWOA	900	901.9899	900.6965	0.53787	503.5333	6.9673
		ASGS-CWOA	900	903.9798	900.5273	0.50398	496.31	23.0867

10	CEC’14-F10	GA	1000	1058.504	1005.603	140.4036	63.5333	0.68942
		PSO	1000	1118.750	1009.425	808.3984	591.93	0.19874
		LWPS	1000	1017.069	1000.839	9.1243	600	8.7552
		CWOA	1000	1058.192	1006.533	145.8132	547.8333	7.833
		ASGS-CWOA	1063.306	1363.476	1174.777	7651.0577	600	33.4225

11	CEC’14-F11	GA	1100	1333.896	1156.947	3936.7124	62.2333	0.67663
		PSO	1100	1218.438	1107.871	228.3351	593.69	0.19941
		LWPS	1100	1100.624	1100.208	0.047643	600	9.0343
		CWOA	1100	1218.438	1105.273	459.2835	534.2	7.6136
		ASGS-CWOA	1100.312	1403.453	1323.981	5000.5589	600	29.089

12	CEC’14-F12	GA	1200.000	1205.058	1200.198	0.84017	74.1667	0.90516
		PSO	1200	1200.286	1200.008	0.00091935	590.03	1.0801
		LWPS	1200.001	1201.136	1200.242	0.041088	600	17.2774
		CWOA	1200	1200	1200	1.49E − 20	600	17.6222
		ASGS-CWOA	1200	1200.016	1200.001	9.25E − 06	537.61	173.256

13	CEC’14-F13	GA	1300.005	1300.188	1300.02	0.0012674	69.2667	0.74406
		PSO	1300.003	1300.303	1300.123	0.0073239	591.87	0.18376
		LWPS	1300.007	1300.267	1300.089	0.0039127	600	8.7117
		CWOA	1300.000	1300.132	1300.017	0.0010414	600	9.0362
		ASGS-CWOA	1300.013	1300.242	1300.120	0.003075	600	28.6266

14	CEC’14-F14	GA	1400.000	1400.499	1400.264	0.035262	57.9	0.63369
		PSO	1400	1400.067	1400.023	0.00039174	591.8	0.19591
		LWPS	1400.000	1400.175	1400.037	0.0015846	600	9.0429
		CWOA	1400.000	1400.179	1400.030	0.001558	600	9.3025
		ASGS-CWOA	1400.111	1400.491	1400.457	0.0032626	600	30.4334

15	CEC’14-F15	GA	1500	1500.175	1500.073	0.0033323	54.7667	0.59602
		PSO	1500	1500.098	1500.012	0.0004289	591.32	0.18265
		LWPS	1500	1500.139	1500.021	0.0010981	600	7.4239
		CWOA	1500	1500.098	1500.015	0.0003538	477.6667	6.5924
		ASGS-CWOA	1500	1500.020	1500.001	2.24E − 05	101.29	4.8

16	CEC’14-F16	GA	1600	1600.746	1600.281	0.038563	53.8333	0.58607
		PSO	1600	1600.356	1600.015	0.001519	593.95	0.18491
		LWPS	1600.019	1600.074	1600.024	0.000272	600	8.7907
		CWOA	1600	1600.254	1600.058	0.0031938	593.5	9.0235
		ASGS-CWOA	1600	1600.019	1600.007	8.69E − 05	545.55	26.1972