Search Results for author: Yasar Sinan Nasir

Found 3 papers, 3 papers with code

Deep Reinforcement Learning for Joint Spectrum and Power Allocation in Cellular Networks

1 code implementation • 19 Dec 2020 • Yasar Sinan Nasir, Dongning Guo

In this paper, a learning framework is proposed to optimize both discrete and continuous decision variables.

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Code

Deep Actor-Critic Learning for Distributed Power Control in Wireless Mobile Networks

1 code implementation • 14 Sep 2020 • Yasar Sinan Nasir, Dongning Guo

Deep reinforcement learning offers a model-free alternative to supervised deep learning and classical optimization for solving the transmit power control problem in wireless networks.

reinforcement-learning Reinforcement Learning (RL)

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Code

Multi-Agent Deep Reinforcement Learning for Dynamic Power Allocation in Wireless Networks

1 code implementation • 1 Aug 2018 • Yasar Sinan Nasir, Dongning Guo

For a typical network architecture, the proposed algorithm is shown to achieve near-optimal power allocation in real time based on delayed CSI measurements available to the agents.

Q-Learning reinforcement-learning +2

Paper
Code

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