Comparative Study of Metaheuristics for the Curve-Fitting Problem: Modeling Neurotransmitter Diffusion and Synaptic Receptor Activation

Table 1

Parameter tuning of the selected metaheuristics.

Parameter values of GA
popSize	100, 200, 400
pcx	0.1, 0.5, 0.9
pm	0.01, 0.05, 0.1
Parameter values of DE
popSize	25, 50, 100
	0.1, 0.5, 0.9
CR	0.1, 0.5, 0.9
Parameter values of Self-Adaptive DE
popSize	25, 50, 100
	0.05, 0.1, 0.2
	0.05, 0.1, 0.2
Parameter values of GODE
popSize	25, 50, 100
	0.1, 0.5, 0.9
CR	0.1, 0.5, 0.9
godeProb	0.2, 0.4, 0.8
Parameter values of Solis and Wets
maxSuccess	2, 5, 10
maxFailed	1, 3, 5
adjustSuccess	2, 4, 6
adjustFailed	0.25, 0.5, 0.75
delta	0.6, 1.2, 2.4
Parameter values of MTS-LS1
(initial) SR	50% of the search space
(min) SR
adjustFailed	2, 3, 5
adjustMin	2.5, 5, 10
moveLeft	0.25, 0.5, 1
moveRight	0.25, 0.5, 1
Parameter values of CMA-ES
	0.01, 0.1, 1
Active CMA	no, yes
CMA-ES variant	CMA-ES, IPOP-CMA-ES