Research Article
Dynamic Q-Learning-Based Optimized Load Balancing Technique in Cloud
Table 8
DQL on RIN methods towards load balancing CPU utilization (seconds).
| Algorithm | CPU utilization (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 | 81 | 83 | 85.02 | 87.5 | 92 | 90 | DSOS | 82 | 84 | 86.54 | 88.2 | 91 | 93 | MSDE | 84 | 87 | 84.56 | 89.54 | 93 | 95 | PSO | 86 | 89 | 86.54 | 86.98 | 94 | 91 | WOA | 85 | 85 | 83.987 | 88.21 | 91.85 | 96 | MSA | 83 | 86 | 84.56 | 87.12 | 93 | 94 | DQL | 80 | 82 | 83.8683 | 86.1 | 90 | 92 |
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