Research Article
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 |
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