Reinforcement learning-based fuzzy geocast routing protocol for opportunistic networks

K Khalid, I Woungang, SK Dhurandher, J Singh - Internet of Things, 2021 - Elsevier
In a communication environment like opportunistic networks (OppNets) where there is no
stable path, the message routing is a challenge. In this sense, using a deep learning …

Energy-efficient check-and-spray geocast routing protocol for opportunistic networks

K Khalid, I Woungang, SK Dhurandher, J Singh… - Information, 2020 - mdpi.com
Opportunistic networks (OppNets) are a type of challenged network where there is no
guaranteed of end-to-path between the nodes for data delivery because of intermittent …

Reinforcement learning-based routing protocol for opportunistic networks

SK Dhurandher, J Singh, MS Obaidat… - ICC 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
This paper proposes a novel routing protocol for opportunistic networks called Fuzzy logic-
based Q-Learning Routing Protocol (FQLRP), which uses fuzzy based Qlearning for efficient …

kROp: k-Means clustering based routing protocol for opportunistic networks

DK Sharma, SK Dhurandher, D Agarwal… - Journal of Ambient …, 2019 - Springer
Routing and forwarding of messages is a challenging task in Opportunistic networks
(Oppnets) due to no fixed architecture and the intermittent connectivity of the nodes. This …

An adaptive routing algorithm considering position and social similarities in an opportunistic network

K Jang, J Lee, SK Kim, JH Yoon, SB Yang - Wireless networks, 2016 - Springer
An opportunistic network (OPPNET) is a wireless networks without an infrastructure. In
OPPNET, communication intermittently occurs when one node meets with another node …

A game theoretic context-based routing protocol for opportunistic networks in an IoT scenario

SJ Borah, SK Dhurandher, I Woungang, V Kumar - Computer Networks, 2017 - Elsevier
Abstract In an Opportunistic Internet of Things (here denoted oppIoT), a novel paradigm and
system that is expected to be an integral part of 5G wireless networks, information …

Machine learning based efficient multi-copy routing for OppIoT networks

NN Srinidhi, CS Sagar, S Deepak Chethan… - … , Security and Internet of …, 2020 - Springer
Opportunistic networks are one of the important categories of ad hoc networks in Internet of
Things (IoT), which exploits human social characteristics like daily routines, similarities etc …

A location prediction-based routing scheme for opportunistic networks in an IoT scenario

SK Dhurandher, SJ Borah, I Woungang… - Journal of Parallel and …, 2018 - Elsevier
Abstract Opportunistic Internet of Things (OppIoT) is a paradigm, technology, and system
that promotes the opportunistic exploitation of interactions between IoT devices to achieve …

Maximum data delivery probability-oriented routing protocol in opportunistic mobile networks

H Zhou, L Tong, T Jiang, S Xu, J Fan, K Lv - Peer-to-Peer Networking and …, 2017 - Springer
Some recent studies utilize node contact patterns to aid the design of routing protocol in
Opportunistic Mobile Networks (OppNets). However, most existing studies only utilize one …

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

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