An Improved Adaptive Human Learning Optimization Algorithm with Reasoning Learning

Table 4

Parameter settings of five AHLORLs.

Algorithm	Parameters
AHLORL	pr = 5/M, pi = 0.82, psmin = 0.85, psmax = 0.96, Tp = 0.7, k = 1/2
AHLORL2	pr = 5/M, pi = 0.82, psmin = 0.85, psmax = 0.96
AHLORL3	pr = 5/M, pi = 0.82, psmin = 0.82, psmax = 0.96, Tp1 = 0.3, Tp2 = 0.7, k = 1/2
AHLORL4	pr = 5/M, pi = 0.82, psmin = 0.85, psmax = 1.00, Tp = 0.7, k = 1/2
AHLORL5	pr = 5/M, pi = 0.82, psmin = 0.85, psmax = 0.96, Tp = 0.7, k = 2.0

Note. M is the dimension of solutions.