Research on Cloud Computing Resources Provisioning Based on Reinforcement Learning

Table 2

Comparison results of various resources allocation schemes.

	Arrival rate	Total running time	Total cost	Mean VCPU numbers	UUTC
	(jobs per min.)	(min.)	(dollars)	(numbers per arrival rate)	(dollars per min.)
RPSUT	30	364.61	7270	7.36	2.70
RPSGA		381.68	3930	7.36	1.39
RPSNP		368.36	4353	7.36	1.60
Proposed scheme		368.36	5204	4.76	2.96
RPSUT	40	247.20	7433	8.20	3.66
RPSGA		273.12	5788	8.20	2.58
RPSNP		278.21	5349	8.20	2.34
Proposed scheme		250.30	3727	3.87	3.84
RPSUT	50	216.14	8688	8.18	4.91
RPSGA		244.06	8100	8.18	4.05
RPSNP		232.41	6376	8.18	3.35
Proposed scheme		218.63	5448	4.45	5.59
RPSUT	60	148.39	9540	8.78	7.32
RPSGA		172.75	8718	8.78	5.74
RPSNP		176.30	7569	8.78	4.88
Proposed scheme		149.85	6578	4.43	9.90
RPSUT	70	147.48	9611	9.96	6.54
RPSGA		175.78	10025	9.96	5.72
RPSNP		179.37	9878	9.96	5.529
Proposed scheme		147.87	7820	7.69	6.87