A machine learning-based protocol for efficient routing in opportunistic networks

DK Sharma, SK Dhurandher, I Woungang… - IEEE Systems …, 2016 - ieeexplore.ieee.org
… Abstract—This paper proposes a novel routing protocol for Opp- Nets called MLProph,
which uses machine learning (ML) algorithms, namely decision tree and neural networks, to …

Integrating machine learning in ad hoc routing: A wireless adaptive routing protocol

B Russell, ML Littman, W Trappe - International Journal of …, 2011 - Wiley Online Library
… show the efficacy of machine learning approaches in managing noise and router congestion
in … the behavior of the machine learning mechanisms and the trends that we have observed. …

Towards to intelligent routing for DTN protocols using machine learning techniques

SCK Tekouabou, Y Maleh, A Nayyar - Simulation Modelling Practice and …, 2022 - Elsevier
… The aim of this article is to investigate how DTN routing protocols can be improved with
machine learning techniques, in order to better adapt them to current technologies. Hence, we …

Machine learning applications in the routing in computer networks

K Liang, M Myers - arXiv preprint arXiv:2104.01946, 2021 - arxiv.org
… some novel machine learning applications in routing in … with routing and supervised
learning or reinforcement learning … We also implemented two routing protocols and verified the …

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

Y Natarajan, K Srihari, G Dhiman… - IET …, 2022 - Wiley Online Library
… cross-layer routing protocol based on CR-IoT to improve routing efficiency and optimize …
load balancing, neighbourhood sensing and machine-learning path construction. The proposed …

A review on machine learning based routing protocols for delay tolerant networks

A Bhavani, AV Ramana… - Intelligent Decision …, 2023 - content.iospress.com
… of routing algorithms using machine learning for … machine learning techniques in the routing
of Delay tolerant networks. This paper also reviews the routing based on Machine learning. …

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
… Satisfying the delay constraints, bandwidth constraints, and incorporating machine learning
techniques to develop a routing protocol is quite exciting research, especially utilizing the …

A survey on machine learning techniques for routing optimization in SDN

R Amin, E Rojas, A Aqdus, S Ramzan… - IEEE …, 2021 - ieeexplore.ieee.org
learning over the traditional OSPF routing protocol, using Quagga, which permits modifying
the routing … It is tested and compared against the conventional OSPF routing protocol and …

Learning and generating distributed routing protocols using graph-based deep learning

F Geyer, G Carle - … on Big Data Analytics and Machine Learning for Data …, 2018 - dl.acm.org
… Since routing protocols are designed to run continuously and handle topology changes, we
… of the protocol: cold-start when the routing protocol is first initialized on the active routers, …

A balanced routing protocol based on machine learning for underwater sensor networks

L Alsalman, E Alotaibi - IEEE Access, 2021 - ieeexplore.ieee.org
… , this study proposes an efficient machine learning-based routing protocol. This study considers
protocol uses two machine learning algorithms that are utilized for clustering and routing. …