Scheduling and Power Control for Wireless Multicast Systems via Deep Reinforcement Learning

no code implementations • 27 Sep 2020 • Ramkumar Raghu, Mahadesh Panju, Vaneet Aggarwal, Vinod Sharma

In this paper, we use deep reinforcement learning where we use function approximation of the Q-function via a deep neural network to obtain a power control policy that matches the optimal policy for a small network.

reinforcement-learning Reinforcement Learning (RL) +2

Deep Reinforcement Learning Based Power control for Wireless Multicast Systems

no code implementations • 27 Sep 2019 • Ramkumar Raghu, Pratheek Upadhyaya, Mahadesh Panju, Vaneet Aggarwal, Vinod Sharma

However for this system, obtaining optimal power control is intractable because of a very large state space.

reinforcement-learning Reinforcement Learning (RL)