arXiv (Cornell University)
Deep Learning based Multi-User Power Allocation and Hybrid Precoding in Massive MIMO Systems
January 2022 • Asil Koç, Mike Wang, Tho Le‐Ngoc
This paper proposes a deep learning based power allocation (DL-PA) and hybrid precoding technique for multiuser massive multiple-input multiple-output (MU-mMIMO) systems. We first utilize an angular-based hybrid precoding technique for reducing the number of RF chains and channel estimation overhead. Then, we develop the DL-PA algorithm via a fully-connected deep neural network (DNN). DL-PA has two phases: (i) offline supervised learning with the optimal allocated powers obtained by particle swarm optimization bas…