Survey on multi-path routing protocols of underwater wireless sensor networks: Advancement and applications

II Shovon, S Shin - Electronics, 2022 - mdpi.com
Underwater wireless sensor networks (UWSNs) are a prominent research topic in academia
and industry, with many applications such as ocean, seismic, environmental, and seabed …

A reinforcement-learning-based opportunistic routing protocol for energy-efficient and Void-Avoided UASNs

R Zhu, Q Jiang, X Huang, D Li, Q Yang - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
Underwater acoustic sensor networks (UASNs) have been used for various scenarios, such
as marine exploration, and development of marine resources. However, due to the …

A systematic analysis, outstanding challenges, and future prospects for routing protocols and machine learning algorithms in underwater wireless acoustic sensor …

M Shwetha, S Krishnaveni - Journal of Interconnection Networks, 2024 - World Scientific
Water has covered a wide part of the earth's surface. Oceans and other water bodies contain
significant natural and environmental resources as well as aquatic life. Due to humans' …

Reinforcement learning-based opportunistic routing protocol using depth information for energy-efficient underwater wireless sensor networks

C Wang, X Shen, H Wang, H Zhang… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
An efficient routing protocol is critical for the data transmission of underwater wireless sensor
networks (UWSNs). Aiming to the problem of void region in UWSNs, this article proposes a …

Optimal sensor placement in large‐scale dome trusses via Q‐learning‐based water strider algorithm

A Kaveh, A Dadras Eslamlou… - … Control and Health …, 2022 - Wiley Online Library
In this study, the Q‐learning algorithm is integrated into the binary water strider algorithm to
adaptively control the search operators and repair strategies. The proposed algorithm …

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

L Alsalman, E Alotaibi - IEEE Access, 2021 - ieeexplore.ieee.org
An underwater sensor network (UWSN) is a wireless network that is deployed in oceans,
seas, and rivers for real-time exploration of environmental conditions. The network is used to …

Emperor penguin optimized q learning method for energy efficient opportunistic routing in underwater WSN

B Priyalakshmi, S Murugaveni - Wireless Personal Communications, 2023 - Springer
Abstract Underwater Wireless Sensor Network (UWSN) is a popular technique for
monitoring marine environments. It consists of several acoustic channels, sink nodes, sensor …

An energy-aware multilayer clustering-based butterfly optimization routing for underwater wireless sensor networks

TR Chenthil, P Jesu Jayarin - Wireless Personal Communications, 2022 - Springer
Underwater wireless sensor network transmission leads to higher energy consumption due
to propagation distance and high energy loss. Moreover, the acoustic medium of acoustic …

IATLR: Improved ACO and TOPSIS-based layering routing protocol for underwater acoustic networks

C Li, X Du, L Wang - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
Aiming at the challenges of underwater acoustic networks (UANs) such as low bandwidth,
long propagation delay, dynamic network topology, and energy limitation, an improved ant …

DEQLFER—A Deep Extreme Q-Learning Firefly Energy Efficient and high performance routing protocol for underwater communication

D Anitha, RA Karthika - Computer Communications, 2021 - Elsevier
With an advent of Underwater sensor networks, underwater communication has reached its
new dimension of research. These networks are characterized by the elongated end to end …