EQRSRL: an energy-aware and QoS-based routing schema using reinforcement learning in IoMT

A Nazari, M Kordabadi, R Mohammadi, C Lal - Wireless Networks, 2023 - Springer
… However, none of them have been specifically designed to provide better reliability and QoS
… consumption, and mobility by providing a routing protocol based on reinforcement learning. …

[HTML][HTML] An energy-efficient distributed adaptive cooperative routing based on reinforcement learning in wireless multimedia sensor networks

D Wang, J Liu, D Yao, I Member - Computer Networks, 2020 - Elsevier
… [39] develops a distributed adaptive cooperative routing protocol called DACR, which
communicates cooperatively on the basis of delay- and energy-aware end-to-end routes and …

Q-learning-based data-aggregation-aware energy-efficient routing protocol for wireless sensor networks

WK Yun, SJ Yoo - IEEE Access, 2021 - ieeexplore.ieee.org
… -based energy-aware routing algorithm for obtaining … routing protocol based on a reinforcement
learning algorithm. The nodes were reinforced to calculate the optimal routing path using

Energy aware optimal routing model for wireless multimedia sensor networks using modified Voronoi assisted prioritized double deep Q‐learning

S Suseela, R Krithiga, M Revathi… - Concurrency and …, 2024 - Wiley Online Library
reinforcement learning-based approach has been designed to perform QoS and energy-balanced
routing… An energy-aware routing protocol for the WMSN is proposed in this research …

Energy-efficient and delay-guaranteed routing algorithm for software-defined wireless sensor networks: A cooperative deep reinforcement learning approach

Y Wang, F Shang, J Lei - Journal of Network and Computer Applications, 2023 - Elsevier
… , we design an intelligent routing algorithm with adaptive duty cycling for application in
software-defined WSNs (SDWSNs) to maximize the network … the multistage routing optimization …

RLBEEP: Reinforcement-learning-based energy efficient control and routing protocol for wireless sensor networks

AFE Abadi, SA Asghari, MB Marvasti, G Abaei… - IEEE …, 2022 - ieeexplore.ieee.org
… [34] proposed a QoS-aware distributed adaptive cooperative routing (DACR) method. This …
nodes from the Energy-aware Routing (EAR) low energy ad-hoc sensor networks protocol [35]…

[HTML][HTML] Energy aware Q-learning AODV (EAQ-AODV) routing for cognitive radio sensor networks

R Joon, P Tomar - Journal of King Saud University-Computer and …, 2022 - Elsevier
network lifetime and throughput performance which can be addressed by developing the
energy aware routing protocol for … reinforcement learning and AODV protocol for cognitive radio …

Reinforcement-Learning based energy efficient optimized routing protocol for WSN

A Keerthika, V Berlin Hency - Peer-to-Peer Networking and Applications, 2022 - Springer
… Authors in Ref [39] addressed the energy problem in WSN and proposed an energy aware
multi hop routing protocol. Author developed an optimization-based approach called Taylor …

Improving the software-defined wireless sensor networks routing performance using reinforcement learning

MU Younus, MK Khan, AR Bhatti - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
network know as energy-aware SDN (EASDN) [16]. This article proposes three algorithms,
including neighbor discovery algorithm, … energy-aware routing protocol for a software defined …

Energy-balanced routing in wireless sensor networks with reinforcement learning using greedy action chains

Z Liu, X Wang - Soft Computing, 2023 - Springer
… This study presents a reinforcement learning routing protocol using tree-based … reinforcement
learning and energy-aware convex packet algorithms to perform autonomous design