An Improved Marriage in Honey Bees Optimization Algorithm for Single Objective Unconstrained Optimization

Table 2

Test results of the MBO algorithm for the genotype sizes of 10, 50, 100, 300, 500, 800, and 1000; number of runs = 30; SD: standard deviation, AV: global minimum average; generation = 10000.

Genotype size		10	50	100	300	500	800	1000
Sphere	AV	0	0	0	1.97𝐸−26	1.21𝐸−13	2.06𝐸−06	8.26𝐸−04
	SD	9.81𝐸−01	3.36𝐸+01	1.41𝐸+02	1.19𝐸+03	2.66𝐸+03	6.82𝐸+03	1.84𝐸+04
Rosenbrock	AV	0	0	0	0	0	0	0
	SD	4.73𝐸−03	8.67𝐸−03	8.29𝐸−03	1.55𝐸−02	7.28𝐸−03	8.09𝐸−03	0
Rastrigin	AV	0	0	0	6.0633𝐸−13	7.88048𝐸−12	3.33194𝐸−05	0.002606
	SD	0	0	0	3.95279𝐸−13	1.80594𝐸−12	3.09109𝐸−05	0.002843
Griewank	AV	0.010377126	0	0	3.40468𝐸−16	7.26498𝐸−08	1.1388𝐸−06	0.000141
	SD	0.026549182	0.32563139	1.09610828	8.02049039	70.78602045	36.67034057	108.177558
Schwefel	AV	−9.99𝐸+223	−2.96𝐸+211	−1.00𝐸+183	−2.37𝐸+306	−1.02𝐸+305	−1.10𝐸+305	−1.10𝐸+305
	SD	3.81𝐸+22	1.94𝐸+16	5.13𝐸+26	4.31𝐸+35	7.31𝐸+35	3.39𝐸+32	7.89𝐸+35
Ackley	AV	4.08562𝐸−15	8.23045𝐸−15	7.3922𝐸−09	8.49609𝐸−14	9.13234𝐸−10	0.000227233	0.000452387
	SD	0.006649746	0.01783530	0.61180347	0.05005151	0.507695929	1.288113922	0.287375496