Research Article
Dynamic Q-Learning-Based Optimized Load Balancing Technique in Cloud
Table 6
DQL on RIN methods towards load balancing task completion time (ms).
| Algorithm | Task completion time (ms) | 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 | 1.023 | 28.36 | 31.21 | 38 | 46.12 | 49 | DSOS | 2.021 | 26.01 | 33.12 | 39 | 45.12 | 45.5 | MSDE | 2.031 | 27.01 | 30.56 | 37 | 46.18 | 46 | PSO | 2.452 | 25.02 | 32.89 | 40 | 45.13 | 47 | WOA | 3.021 | 26.12 | 31.45 | 41 | 44.98 | 48 | MSA | 2.089 | 27.36 | 30.15 | 36.5 | 44.5 | 46.5 | DQL | 0.0131 | 25 | 29.79 | 36 | 44.19 | 45 |
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