[HTML][HTML] An overview of machine learning-based energy-efficient routing algorithms in wireless sensor networks

Q Ding, R Zhu, H Liu, M Ma - Electronics, 2021 - mdpi.com
routing algorithms in WSNs is lacking. In order to promote the application of ML-based routing
algorithms … This paper aims to fill the gap between ML and routing algorithms in WSNs by …

[HTML][HTML] Enhanced routing algorithm based on reinforcement machine learning—A case of VoIP service

DR Militani, HP de Moraes, RL Rosa, L Wuttisittikulkij… - Sensors, 2021 - mdpi.com
routing algorithms do … routing algorithms based on machine learning present advantages
using that network data. Nevertheless, in a routing algorithm based on reinforcement learning (…

[PDF][PDF] Performance evaluation of routing algorithm for Manet based on the machine learning techniques

M Duraipandian - Journal of trends in Computer Science and …, 2019 - scholar.archive.org
… So the proposed method utilize the type of the machine learning, the reinforcement learning
for … extreme machine learning to design a mobile adhoc network that is enriched with the …

Secured energy-efficient routing in wireless sensor networks using machine learning algorithm: Fundamentals and applications

A Ghosh, CC Ho, R Bestak - Deep Learning Strategies for Security …, 2020 - igi-global.com
… a review of the machine learning methods applied in various literatures over the period
2004-2020 related to WSN, especially in security and energy efficient routing methods of WSN. …

A machine learning concept for DTN routing

R Dudukovich, A Hylton… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
… This paper focuses on the development of a machine learning based routing algorithm for
interplanetary delay tolerant networks. Many routing algorithms have been developed for both …

Routing in wireless sensor networks using machine learning techniques: Challenges and opportunities

P Nayak, GK Swetha, S Gupta, K Madhavi - Measurement, 2021 - Elsevier
… an overview of various machine learning techniques based on their learning behaviors for
a … Broadly, it can be classified into five categories based on their learning principles. These …

Comparative analysis of routing schemes based on machine learning

S Yang, C Tan, DØ Madsen, H Xiang… - Mobile Information …, 2022 - Wiley Online Library
routing algorithms based on machine learning. First, important research on existing data-driven
intelligent routing algorithms is … To enable intelligent routing algorithms to be deployed in …

A machine learning approach to routing

A Valadarsky, M Schapira, D Shahaf… - arXiv preprint arXiv …, 2017 - arxiv.org
… An algorithm A for the task is a function mapping values in X to labels in Y. Given a … learning.
We consider the following supervised learning approach to routing: the learning algorithm

Machine learning based simulation optimisation for urban routing problems

C Bayliss - Applied Soft Computing, 2021 - Elsevier
… integrates heuristic routing algorithms, simulation and machine learning. … a routing heuristic
that uses inter-target travel time predictions that are provided by a machine learning algorithm

An IoT and machine learning‐based routing protocol for reconfigurable engineering application

Y Natarajan, K Srihari, G Dhiman… - IET …, 2022 - Wiley Online Library
… On the other hand, the routing algorithms often suffer from uneconomical (meaning more …
In this paper, we designed a machine learning assisted cross-layer routing in a reconfigurable …