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

Table 7

DQL on RIN methods towards load balancing response time (seconds).

Algorithm	Response time (seconds)
	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	18.012	0.1245	0.08745	0.045698	0.12545	0.054
DSOS	17.024	0.2154	0.8457	0.36521	0.25412	0.457
MSDE	18.058	0.3254	0.9854	0.125546	0.165478	0.045
PSO	16.012	0.08987	0.54751	0.125478	0.08974	0.124
WOA	16.147	0.45121	0.1245	0.158745	0.14512	0.014
MSA	17.154	0.5214	0.1452	0.028987	0.03658	0.0123
DQL	15.8087	0.01454	0.0179	0.02187	0.02832	0.03