Research Article
Energy Efficiency Strategy for Big Data in Cloud Environment Using Deep Reinforcement Learning
Table 4
Improvement recorded in EE (in %) proposed model with existing models using three cases.
| Case-1 | Case-2 | Case-3 | Algorithms | Improvement | Algorithms | Improvement | Algorithms | Improvement |
| Load aware | 2.63 | Worn-DEAR | 63 | EA-PSO | 71.78 | DQN | 5.24 | L-No-DEAF | 15.62 | QoS-PSO | 72.69 | FFO-EVMM | 41.61 | DQN | 55 | DPSO | 62.68 | MIMT | 65.26 | FFO-EVMM | 53 | PSO | 55.53 | | | MIMT | 61 | DBC | 52.53 | | | | | EDF | 4.42 | | | | | FFO-EVMM | 75.42 | | | | | MIMT | 76.39 |
|
|