Reinforcement learning based routing in wireless mesh networks

M Boushaba, A Hafid, A Belbekkouche, M Gendreau - Wireless networks, 2013 - Springer
This paper addresses the problem of efficient routing in backbone wireless mesh networks
(WMNs) where each mesh router is equipped with multiple radio interfaces and a subset of …

Reinforcement learning-based best path to best gateway scheme for wireless mesh networks

M Boushaba, A Hafid… - 2011 IEEE 7th …, 2011 - ieeexplore.ieee.org
This paper addresses the problem of optimal routing in backbone wireless mesh networks
(WMNs) where each mesh router (MR) is equipped with multiple radio interfaces and a …

A self-adaptive routing paradigm for wireless mesh networks based on reinforcement learning

M Nurchis, R Bruno, M Conti, L Lenzini - Proceedings of the 14th ACM …, 2011 - dl.acm.org
Classical routing protocols for WMNs are typically designed to achieve specific target
objectives (eg, maximum throughput), and they offer very limited flexibility. As a …

Node stability-based routing in wireless mesh networks

M Boushaba, A Hafid, M Gendreau - Journal of Network and Computer …, 2017 - Elsevier
Network stability is a key performance metric in supporting real time communication over
wireless networks. Because of high bandwidth demand and dynamic traffic variation, several …

Clear: A cross-layer enhanced and adaptive routing framework for wireless mesh networks

GA Al-Mashaqbeh, JN Al-Karaki… - Wireless personal …, 2009 - Springer
Abstract Wireless Mesh Networks (WMNs) provide a new and promising solution for
broadband Internet services. The distinguishing features and the wide range of WMNs' …

Enhancing Wireless Mesh Network Performance Through AI-Based Routing Algorithms

PG Senthilvel, DR Thirupurasundari… - … Security and Artificial …, 2023 - ieeexplore.ieee.org
Wireless Mesh Networks (WMNs) are critical in ensuring ubiquitous internet coverage,
particularly in environments and terrains with unique challenges. The increasing number of …

Source-based routing in wireless mesh networks

M Boushaba, A Hafid, M Gendreau - IEEE systems Journal, 2014 - ieeexplore.ieee.org
Wireless mesh networks (WMNs) are currently used to provide broadband access to the
Internet anytime and anywhere. Generally, WMNs consist of mesh routers equipped with …

Optimization of reinforcement routing for wireless mesh network using machine learning and high‐performance computing

A Singh, S Prakash, S Singh - Concurrency and Computation …, 2022 - Wiley Online Library
In the modern world, wireless mesh networks (WMN) are widely used in Internet of Things
(IoT) applications. It is a dynamic, infrastructure‐less multihop network with mobility features …

Adaptive routing in wireless mesh networks using hybrid reinforcement learning algorithm

S Mahajan, R Harikrishnan, K Kotecha - IEEE Access, 2022 - ieeexplore.ieee.org
Wireless mesh networks are popular due to their adaptability, easy-setup, flexibility, cost,
and transmission time-reductions. The routing algorithm plays a vital role in transferring the …

[HTML][HTML] Reinforcement learning for QoS-guaranteed intelligent routing in Wireless Mesh Networks with heavy traffic load

TVT Duong, VM Ngo - ICT Express, 2022 - Elsevier
Abstract Wireless Mesh Networks is increasingly being applied widely with explosive traffic
demand. This leads to a great challenge for traditional routing protocols in ensuring Quality …