Human Behavior-Based Particle Swarm Optimization

Table 7

Comparison results of seven PSO algorithms [25] with HPSO on six functions (𝑁=30, 𝐷=30, and 𝑇 = 10,000).

Function	SPSO	QIPSO	UPSO	FIPS	CLPSO	AFSO	AFSO-Q1	HPSO
𝐹9
Mean	52.30	25.61	59.40	106.1	74.39	17.93	15.69	0
SD	27.35	15.98	58.05	30.54	9.77	5.63	4.47	0
Rank	5	4	6	8	7	3	2	1
𝐹13
Mean	0.534	36.38	8.70	6.40	1.39𝑒−03	4.52𝑒−03	1.50𝑒−03	0
SD	1.74	4.66	3.08	3.04	3.28𝑒−04	9.20𝑒−03	3.48𝑒−03	0
Rank	5	8	7	6	2	4	3	1
𝐹21
Mean	320.2	317.5	309.5	434.1	263.3	266.3	253.3	0
SD	14.70	23.24	25.88	34.99	11.96	12.00	12.63	0
Rank	7	6	5	8	3	4	2	1
𝐹22
Mean	17.03	15.20	14.29	26.60	11.94	10.38	8.46	0
SD	2.55	1.32	2.15	1.42	1.37	1.38	0.948	0
Rank	7	6	5	8	4	3	2	1
𝐹27
Mean	−119.10	−119.10	−119.10	−119.90	−119.00	−119.70	−119.80	−119.05
SD	7.09𝑒−02	5.68𝑒−02	3.24𝑒−02	3.78𝑒−02	4.28𝑒−02	3.85𝑒−02	5.45𝑒−02	5.50𝑒−02
Rank	4	4	4	1	6	3	2	5
𝐹28
Mean	115.90	121.90	113.20	113.60	118.30	123.20	123.10	117.32
SD	2.90	4.90	6.14	3.63	2.40	2.25	3.01	3.65
Rank	3	6	1	2	5	8	7	4
Average rank	5.17	5.67	4.67	5.50	4.50	4.17	3.00	2.17
Final rank	6	8	5	7	4	3	2	1