Routing protocol design for underwater optical wireless sensor networks: A multiagent reinforcement learning approach

X Li, X Hu, R Zhang, L Yang - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
Underwater optical wireless sensor networks (UOWSNs) have been attracting many
interests for the advantages of high transmission rate, ultrawide bandwidth, and low latency …

Predictive Hybrid Routing with Multi Objective Optimization Model for Opportunistic Routing for VANET

AH Abbas, AJ Ahmed, SA Rashid… - … Technology and its …, 2022 - ieeexplore.ieee.org
Opportunistic network model is one among the prediction-based routing approach for
effective transmission of data. In opportunistic network identification of routing path are …

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 …

A comprehensive survey on machine learning techniques in opportunistic networks: Advances, challenges and future directions

J Gandhi, Z Narmawala - Pervasive and Mobile Computing, 2024 - Elsevier
Abstract Machine Learning (ML) is growing in popularity and is applied in numerous fields to
solve complex problems. Opportunistic Networks are a type of Ad-hoc Network where a …

[HTML][HTML] 3R: A reliable multi agent reinforcement learning based routing protocol for wireless medical sensor networks

MS Hajar, HK Kalutarage, MO Al-Kadri - Computer Networks, 2023 - Elsevier
Abstract Interest in the Wireless Medical Sensor Network (WMSN) is rapidly gaining
attention thanks to recent advances in semiconductors and wireless communication …

An optimized content delivery approach based on demand–supply theory in disruption-tolerant networks

S Esfandiari, MH Rezvani - Telecommunication systems, 2021 - Springer
Disruption-tolerance networks (DTNs) are suitable for applications that may lack continuous
network connectivity. Examples of such applications include coupon distribution, crisis relief …

An incentive-compatible routing protocol for delay-tolerant networks using second-price sealed-bid auction mechanism

A Babazadeh Nanehkaran, MH Rezvani - Wireless Personal …, 2021 - Springer
Abstract Delay Tolerant Networks are a type of challenging, uninterrupted network in which
there is not an end-to-end path between the source and the destination. These networks …

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 …

An Overview of Intelligent Algorithm-Based Routing in Delay Tolerant Networks

L Yao, X Bai, Z Wang - 2023 8th International Conference on …, 2023 - ieeexplore.ieee.org
Delay tolerant network (DTN) is a new paradigm with the development of wireless
technology and mobile Ad-hoc network (MANET). Unlike the stable end-to-end connection …

A delay tolerant network routing algorithm based on multi‐step double Q‐learning

J Wu, H Jin, S Cai, L Liu - IET Communications, 2023 - Wiley Online Library
Delay tolerant networks (DTNs) refer to a kind of novel wireless mobile network, where there
is no constant end‐to‐end connection between network nodes due to frequent movement …