Reinforcement learning based flow and energy management in resource-constrained wireless networks

H Dutta, AK Bhuyan, S Biswas - Computer Communications, 2023 - Elsevier
This paper aims at developing a learning-based framework for MAC sleep–listen–transmit
scheduling in wireless networks. The Reinforcement Learning-based paradigm is shown to …

Multi-armed Bandit Learning for TDMA Transmission Slot Scheduling and Defragmentation for Improved Bandwidth Usage

H Dutta, AK Bhuyan, S Biswas - 2023 International Conference …, 2023 - ieeexplore.ieee.org
This paper proposes a Time Division Multiple Access (TDMA) MAC slot allocation protocol
with efficient bandwidth usage in wireless sensor networks and Internet of Things (IoTs). The …