1 code implementation • 2 Oct 2019 • Faris B. Mismar, Ahmad AlAmmouri, Ahmed Alkhateeb, Jeffrey G. Andrews, Brian L. Evans
Our proposed classifier-based band switching policy instead exploits spatial and spectral correlation between radio frequency signals in different bands based on knowledge of the UE location.
2 code implementations • 13 Aug 2018 • Faris B. Mismar, Jinseok Choi, Brian L. Evans
In this paper, we formulate cellular network performance tuning as a reinforcement learning (RL) problem and provide a solution to improve the performance for indoor and outdoor environments.
no code implementations • 10 Jul 2017 • Faris B. Mismar, Brian L. Evans
We propose an algorithm to automate fault management in an outdoor cellular network using deep reinforcement learning (RL) against wireless impairments.
no code implementations • 10 Jul 2017 • Faris B. Mismar, Brian L. Evans
We propose a reinforcement learning (RL) based closed loop power control algorithm for the downlink of the voice over LTE (VoLTE) radio bearer for an indoor environment served by small cells.
1 code implementation • 30 Aug 2016 • Faris B. Mismar, Brian L. Evans
We propose a method for downlink coordinated multipoint (DL CoMP) in heterogeneous fifth generation New Radio (NR) networks.