Research Article
Energy Efficiency Strategy for Big Data in Cloud Environment Using Deep Reinforcement Learning
Algorithm 2
DQN algorithm for energy efficiency.
| | DQN algorithm | | (1) | for (i = 1 to N) | | (2) | Memory initialization | | (3) | for (i = 1 to t) | | (4) | for (i = 1 : N) | | (5) | Prob. T and random action at | | (6) | Set at = Q(st, a, θ) | | (7) | Observe reward and state St+1 | | (8) | Add | | (9) | | | (10) | Set θn = θ in every iteration | | (11) | End for | | (12) | End for | | (13) | Agent replay update | | (14) | End for | | (15) | End procedure |
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