A Comparative Analysis of NSGA-II and NSGA-III for Autoscaling Parameter Sweep Experiments in the Cloud

Table 6

Computation time (in seconds) required by each autoscaler regarding all the studied applications and sizes.

Application	Size	NSGA-II			NSGA-III
		Average	Max	Min	Average	Max	Min
Plate3D	30	6.50	9	4	5.13	8	4
	100	21.13	25	14	19.79	28	15
	300	92.63	115	60	86.06	119	62
Cruciform	30	6.14	10	5	5.60	7	5
	100	24.00	31	17	24.00	32	16
	300	128.14	154	82	101.38	121	75
Ensemble	60	13.00	17	9	11.00	16	8
	200	52.40	65	39	64.30	75	45
	600	203.86	235	187	209.56	282	182