Survey of reinforcement-learning-based MAC protocols for wireless ad hoc networks with a MAC reference model

Z Zheng, S Jiang, R Feng, L Ge, C Gu - Entropy, 2023 - mdpi.com
In this paper, we conduct a survey of the literature about reinforcement learning (RL)-based
medium access control (MAC) protocols. As the scale of the wireless ad hoc network …

Distributed Reinforcement Learning for Optimizing Age of Information and Energy Consumption in Wireless Powered IoT Systems

X Xu, N Liu, Z Pan - Proceedings of the 2023 4th International …, 2023 - dl.acm.org
In this paper, we study a real-time monitoring system in which distributed Internet of Things
(IoT) devices are responsible for the sampling of an underlying physical process and …