torch_ICIC

Multi-Agent Deep Reinforcement Learning for Inter-Cell Interference Control

Module

/SDL Full-Connected Neural Network for MIMO Mobile Network Beamforming and Power Joint Optimization (Full-CSI).

/IDQL Deep Reinforcement Learning for MIMO Mobile Network Beamforming and Power Joint Optimization (Full-CSI)

/DDBC Reproduce of DRL DDBC paper.

/MADQ-V1 Multi-Agent Reinforcement Learning for MIMO Mobile Network Beamforming and Power Joint Optimization (Partial-CSI + Communication among Agents). Action change model with previous action in state.

/MADQL-V2-CNN CNN DQN for MADQL ICIC

/MADQL-v2-DNN DNN DQN for MADQL ICIC -> recommend start point

/MADQL-v2-DNN-3-Links DNN DQN for MADQL ICIC archive, result in final report

/Paper Pseudo Code for MADQL ICIC Algorithm

Reference

• Power Allocation in Multi-User Cellular Networks: Deep Reinforcement Learning Approaches

  https://arxiv.org/abs/1901.07159

  https://github.com/JungangGe/DRL_for_DDBC

• Deep Reinforcement Learning for Distributed Dynamic MISO Downlink-Beamforming Coordination

  https://ieeexplore.ieee.org/abstract/document/9123956

  https://github.com/mengxiaomao/PA_TWC