Unmanned Vehicles in 6G Networks: A Unifying Treatment of Problems, Formulations, and Tools

no code implementations • 23 Apr 2024 • Winston Hurst, Spilios Evmorfos, Athina Petropulu, Yasamin Mostofi

Unmanned Vehicles (UVs) functioning as autonomous agents are anticipated to play a crucial role in the 6th Generation of wireless networks.

Deep Reinforcement Learning for IRS Phase Shift Design in Spatiotemporally Correlated Environments

no code implementations • 2 Nov 2022 • Spilios Evmorfos, Athina P. Petropulu, H. Vincent Poor

We propose a deep actor-critic algorithm that accounts for channel correlations and destination motion by constructing the state representation to include the current position of the receiver and the phase shift values and receiver positions that correspond to a window of previous time steps.

reinforcement-learning Reinforcement Learning (RL)