Cat Swarm Optimization Algorithm: A Survey and Performance Evaluation

Table 3

Comparison results of CSO algorithm with modern metaheuristic algorithms.

	CSO		DA		BOA		FDO
Functions	AV	STD	AV	STD	AV	STD	AV	STD
F1	3.50E − 14	6.34E − 14	15.24805	23.78914	1.01E − 11	1.66E − 12	2.13E − 23	1.06E − 22	0
F2	2.68E − 08	2.61E − 08	1.458012	0.869819	4.65E − 09	4.63E − 10	0.047175	0.188922	0
F3	7.17E − 09	1.16E − 08	136.259	151.9406	1.08E − 11	1.71E − 12	2.39E − 06	1.28E − 05	0
F4	0.010352	0.007956	3.262584	2.112636	5.25E − 09	5.53E − 10	4.93E − 08	9.09E − 08	0
F5	8.587858	0.598892	374.9048	691.5889	8.935518	0.02146	21.58376	39.66721	0
F6	1.151759	0.431511	12.07847	17.97414	1.04685	0.346543	7.15E − 22	2.80E − 21	0
F7	0.026026	0.015039	0.035679	0.023538	0.001513	0.00056	0.612389	0.299315	0
F8	−2855.11	359.1697	−2814.14	432.944	NA	NA	−10502.1	15188.77	−418.9829 × 5
F9	24.01772	6.480946	26.53478	11.20011	28.6796	20.17813	7.940883	4.110302	0
F10	3.754226	1.680534	2.827344	1.042434	3.00E − 09	1.16E − 09	7.76E − 15	2.46E − 15	0
F11	0.355631	0.19145	0.680359	0.353454	1.35E − 13	6.27E − 14	0.175694	0.148586	0
F12	1.900773	1.379549	2.083215	1.436402	0.130733	0.084891	7.737715	4.714534	0
F13	1.160662	0.53832	1.072302	1.327413	0.451355	0.138253	4.724571	6.448214	0
F14	0.998004	3.39E − 07	1.064272	0.252193	1.52699	0.841504	2.448453	1.766953	1
F15	0.001079	0.00117	0.005567	0.012211	0.000427	9.87E − 05	0.001492	0.003609	0.00030
F16	−1.03162	1.53E − 05	−1.03163	4.76E − 07	NA	NA	−1.00442	0.149011	−1.0316
F17	0.304253	1.81E − 06	0.304251	0	0.310807	0.004984	0.397887	5.17E − 15	0.398
F18	3.003667	0.004338	3.000003	1.22E − 05	3.126995	0.211554	3	2.37E − 07	3
F19	−3.8625	0.00063	−3.86262	0.00037	NA	NA	−3.86015	0.003777	−3.86
F20	−3.30564	0.045254	−3.25226	0.069341	NA	NA	−3.06154	0.380813	−3.32
F21	−9.88163	0.90859	−7.28362	2.790655	−4.44409	0.383552	−4.19074	2.664305	−10.1532
F22	−10.2995	0.094999	−8.37454	2.726577	−4.1496	0.715469	−4.89633	3.085016	−10.4028
F23	−10.0356	1.375583	−6.40669	2.892797	−4.12367	0.859409	−4.03276	2.517357	−10.5363
CEC01	1.58E + 09	1.71E + 09	3.8E + 10	4.03E + 10	58930.69	11445.72	4585.278	20707.63	1
CEC02	19.70367	0.580672	83.73248	100.1326	18.91597	0.291311	4	3.28E − 09	1
CEC03	13.70241	2.35E − 06	13.70263	0.000673	13.70321	0.000617	13.7024	1.68E − 11	1
CEC04	179.1984	55.37322	371.2471	420.2062	20941.5	7707.688	33.08378	16.81143	1
CEC05	2.671378	0.171923	2.571134	0.304055	6.176949	0.708134	2.13924	0.087218	1
CEC06	11.21251	0.708359	10.34469	1.335367	11.83069	0.771166	12.13326	0.610499	1
CEC07	365.2358	164.997	534.3862	240.0417	1043.895	215.3575	120.4858	13.82608	1
CEC08	5.499615	0.484645	5.86374	0.51577	6.337199	0.359203	6.102152	0.769938	1
CEC09	6.325862	1.295848	8.501541	16.90603	2270.616	811.4442	2	2.00E − 10	1
CEC10	21.36829	0.06897	21.29284	0.176811	21.4936	0.079492	2.718282	4.52E − 16	1