Modified Atom Search Optimization Based on Immunologic Mechanism and Reinforcement Learning

Table 10

Permutation flow shop scheduling test results.

Problem	MASO			ASO			FPA			BAT
	Min	Mean	Max	Min	Mean	Max	Min	Mean	Max	Min	Mean	Max
10-2	28	33.7	39	26	32.9	41	28	33.5	38	29	34.7	38
10-4	36	39.1	44	36	40.7	46	38	41.5	46	39	41.2	43
10-8	50	55.2	63	51	55.8	60	52	56.1	61	50	56.8	60
20-2	56	63.7	71	58	65.3	75	59	64.2	71	57	64.2	75
20-4	64	72.6	76	66	74.7	83	62	70	78	68	73.9	80
20-8	81	87.6	95	85	89.3	97	84	88.4	93	80	88.4	92
50-2	147	158.3	180	150	159.1	169	145	157	167	150	157.6	172
50-4	153	164.2	180	155	164.4	186	154	167.2	184	157	166.6	176
50-8	171	180.4	191	173	178.6	185	180	186.6	194	181	185.2	190
	PSO			CS			ACOR			CSA
	Min	Mean	Max	Min	Mean	Max	Min	Mean	Max	Min	Mean	Max
10-2	30	35.3	40	30	35.4	39	29	34.6	44	28	33.5	40
10-4	35	40.6	46	35	43.5	50	35	39.1	42	34	40.2	44
10-8	51	57.2	64	51	57.1	62	50	54.2	57	50	55.5	61
20-2	55	66.4	74	57	61.3	67	62	65.5	69	56	62	70
20-4	69	74.8	83	68	71.1	80	64	69	77	64	71.9	83
20-8	85	89.7	97	88	92.8	98	82	87.9	92	85	91.5	100
50-2	143	158.3	166	153	160.6	171	157	159.9	167	147	157.1	173
50-4	162	167.5	178	160	167.4	191	149	161.2	172	161	168.3	173
50-8	183	189.8	200	180	194.9	201	177	182.9	189	184	188.7	199