Learning Robust Scheduling with Search and Attention

no code implementations • 15 Nov 2021 • David Sandberg, Tor Kvernvik, Francesco Davide Calabrese

Allocating physical layer resources to users based on channel quality, buffer size, requirements and constraints represents one of the central optimization problems in the management of radio resources.

Management Scheduling

Deep Reinforcement Learning for Dynamic Spectrum Sharing of LTE and NR

no code implementations • 22 Feb 2021 • Ursula Challita, David Sandberg

Simulation results show that the proposed scheme is able to take actions while accounting for future states instead of being greedy in each subframe.

reinforcement-learning Reinforcement Learning (RL)