Joint Sensing and Communications for Deep Reinforcement Learning-based Beam Management in 6G

no code implementations • 3 Aug 2022 • Yujie Yao, Hao Zhou, Melike Erol-Kantarci

Then we propose a UK-medoids based method for user clustering with location uncertainty, and the clustering results are consequently used for the beam management.

Clustering Management +2

Deep Reinforcement Learning-based Radio Resource Allocation and Beam Management under Location Uncertainty in 5G mmWave Networks

no code implementations • 23 Apr 2022 • Yujie Yao, Hao Zhou, Melike Erol-Kantarci

In this paper, we propose a UK-means-based clustering and deep reinforcement learning-based resource allocation algorithm (UK-DRL) for radio resource allocation and beam management in 5G mmWave networks.

Clustering Management +2