An Improved Adaptive Human Learning Optimization Algorithm with Reasoning Learning

Table 2

The CEC 15 benchmark functions.

Type	No.	Functions name	Dimension
Unimodal functions	F1	Rotated high conditioned elliptic function	10/30	100
	F2	Rotated cigar function	10/30	200
Simple multimodal functions	F3	Shifted and rotated Ackley’s function	10/30	300
	F4	Shifted and rotated Rastrigin’s function	10/30	400
	F5	Shifted and rotated Schwefel’s function	10/30	500
Hybrid functions	F6	Hybrid function 1 (N = 3)	10/30	600
	F7	Hybrid function 2 (N = 4)	10/30	700
	F8	Hybrid function 3 (N = 5)	10/30	800
Composition functions	F9	Composition function 1 (N = 3)	10/30	900
	F10	Composition function 2 (N = 3)	10/30	1000
	F11	Composition function 3 (N = 5)	10/30	1100
	F12	Composition function 4 (N = 5)	10/30	1200
	F13	Composition function 5 (N = 5)	10/30	1300
	F14	Composition function 6 (N = 7)	10/30	1400
	F15	Composition function 7 (N = 10)	10/30	1500