no code implementations • 31 Oct 2023 • Mohit K. Sharma, Chen-Feng Liu, Ibrahim Farhat, Nassim Sehad, Wassim Hamidouche, Merouane Debbah
However, achieving this immersive experience necessitates encoding omnidirectional videos in high resolution, leading to increased bitrates.
no code implementations • 1 Apr 2019 • Mohit K. Sharma, Alessio Zappone, Mohamad Assaad, Merouane Debbah, Spyridon Vassilaras
In the proposed framework, we model the online power control problem as a discrete-time mean-field game (MFG), and analytically show that the MFG has a unique stationary solution.
Multi-agent Reinforcement Learning reinforcement-learning +1
no code implementations • 8 Mar 2019 • Mohit K. Sharma, Alessio Zappone, Merouane Debbah, Mohamad Assaad
In this paper, we propose a deep learning based approach to design online power control policies for large EH networks, which are often intractable stochastic control problems.