293 citations · 466 across the 14 of their papers we have counts for
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cs.NI2017★ 15 cited
Q-Learning Algorithm for VoLTE Closed-Loop Power Control in Indoor Small Cells
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 s…
cs.NI2017★ 36 cited
Deep Q-Learning for Self-Organizing Networks Fault Management and Radio Performance Improvement
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. This algorithm enables the…