Optimizing packet forwarding performance in multiband relay networks via customized reinforcement learning

B Mughal, ZM Fadlullah, MM Fouda… - IEEE Open Journal of …, 2022 - ieeexplore.ieee.org
relay nodes, we explore how to approximate the optimal solution in a distributed manner by
reformulating a reinforcement … In this paper, we consider a dynamic relay network scenario …

Efficient channel allocation schemes for multi-band relay networks

B Mughal - 2022 - lurepository.lakeheadu.ca
… a reinforcement learning-based, smart channel adaptation problem, which is then optimally
solved by a customized Q… static optimization, which is not practically viable for relay networks. …

Applying game theory to relay resource selection in hybrid-band wireless systems

B Mughal, ZM Fadlullah, MM Fouda… - IEEE Sensors …, 2022 - ieeexplore.ieee.org
multi-band relay network. Traditionally, in single-band … allocates optimal power values in
order to increase network … radios capable of performing reinforcement learning to comprehend …

Energy-aware hybrid RF-VLC multiband selection in D2D communication: A stochastic multiarmed bandit approach

S Hashima, MM Fouda, S Sakib… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
… of this optimization problem of multiband selection targeting the … techniques, particularly the
reinforcement learning (RL) family … problem in multiband relay networks in [20] and [21]. They …

Multi-band Wireless Communication Networks: Fundamentals, Challenges, and Resource Allocation

S Aboagye, MA Saeidi, H Tabassum… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
… for resource allocation optimization in future MBNs and … performance. Finally, we present
several potential research issues as future work for the design and performance optimization of …

Optimal channel selection in hybrid RF/VLC networks: A multi-armed bandit approach

MM Fouda, S Hashima, S Sakib… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
… MABs are lightweight stateless reinforcement learning type that … for multiband, multi-channel
selection in B5G/6G networks. … schemes for relay communications: A multiband multichannel …

Optimal Relay Selection Strategy for Energy-Efficient Cooperative Multi-Hop Image Transmission in Wireless Multimedia Sensor Network

PK Devulapalli, SB Maganti, SK Gae… - Cybernetics and …, 2022 - Taylor & Francis
… Cooperative Multi-Hop Optimal Relay Selection (CCORS) … The relay nodes are chosen
based on the highest possible … Further, we obtained an optimal number of cooperative nodes …

[PDF][PDF] Correlation-aware cooperative multigroup broadcast 360° video delivery network: A hierarchical deep reinforcement learning approach

F Hu, Y Deng, AH Aghvami - arXiv preprint arXiv:2010.11347, 2020 - researchgate.net
… by allowing audiences to customize their viewing angles freely … In Section III, we define our
optimization target with defining … -MB network, the network performs as a DF relay system to …

MM-Wave HetNet in 5G and beyond Cellular Networks Reinforcement Learning Method to improve QoS and Exploiting Path Loss Model

K Bashir, A Ali, A Ali, MW Razzaq - Lahore Garrison University …, 2022 - lgurjcsit.lgu.edu.pk
network. Since 5G will be available for a long time, previous generation networking systems
will need customization and … The WL algorithm allocates optimal power to the small cell base …

Collaborative multi-resource allocation in terrestrial-satellite network towards 6G

S Fu, J Gao, L Zhao - IEEE Transactions on Wireless …, 2021 - ieeexplore.ieee.org
… In [9], a framework to efficiently deploy customized service function chains was proposed in
… We also derive the optimal number of lasers subject to the available time for relay among …