An In-depth Benchmarking of Evolutionary and Swarm Intelligence Algorithms for Autoscaling Parameter Sweep Applications on Public Clouds

Table 12

Average running time (seconds) by each algorithm of each variant of the autoscaler MOEA.

Application	Size	NSGA-III	E-NSGA-III	SMPSO	SMS-EMOA
MPG	30	3	4	7	585
	100	13	17	26	1530
	300	41	50	77	1872
GMS	30	2	4	5	616
	100	14	15	32	1065
	300	74	81	155	1784
FPA	30	3	3	4	359
	100	15	16	19	1109
	300	43	54	126	2278
WRF	30	2	3	5	626
	100	15	20	31	1355
	300	56	80	113	1421