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ishfaq06 / Deep-Q-Learning-based-Downlink-Power-Allocation

A deep reinforcement learning based approach is used to allocate downlink power for multi-cell wireless system.
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Deep-Q-Learning-based-Downlink-Power-Allocation

DQL with Experience Replay

To simulate environment and to run DQL agent, run

python dql_main.py

Testing

For comparison purpose, the optimal data is obtained through Genetic Algorithm. To generate optimal data, run 

python data_generator.py