Dynamic Q-Learning-Based Optimized Load Balancing Technique in Cloud

Table 4

Performance results of dynamic Q-learning theory on RIN method with VM = range from 200 to 1200 tasks.

Algorithm	Load balancing index
	200 tasks in number	400 tasks in number	600 tasks in number	800 tasks in number	1000 tasks in number	1200 tasks in number
GA	350.0	0.061	0.078	0.075	0.7845	0.7845
DSOS	352.1	0.052	0.065	0.062	0.7458	0.7654
MSDE	421.0	0.051	0.059	0.051	0.6589	0.7124
PSO	450.23	0.480	0.490	0.056	0.6235	0.6784
WOA	520.3	0.490	0.491	0.561	0.6221	0.6641
MSA	550.31	0.461	0.045	0.499	0.5784	0.6612
DQL	572.592	0.451	0.4386	0.495	0.5629	0.6521