Energy Efficiency Strategy for Big Data in Cloud Environment Using Deep Reinforcement Learning

Table 4

Improvement recorded in EE (in %) proposed model with existing models using three cases.

Case-1		Case-2		Case-3
Algorithms	Improvement	Algorithms	Improvement	Algorithms	Improvement
Load aware	2.63	Worn-DEAR	63	EA-PSO	71.78
DQN	5.24	L-No-DEAF	15.62	QoS-PSO	72.69
FFO-EVMM	41.61	DQN	55	DPSO	62.68
MIMT	65.26	FFO-EVMM	53	PSO	55.53
		MIMT	61	DBC	52.53
				EDF	4.42
				FFO-EVMM	75.42
				MIMT	76.39