CLORP: Cross-Layer Opportunistic Routing Protocol for Underwater Sensor Networks Based on Multi-Agent Reinforcement Learning

S Liu, J Wang, W Shi, G Han, S Yan… - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
With the development of the Internet of Underwater Things (IoUT), both academia and
industry have significant emphasized underwater wireless sensor networks (UWSNs). To …

Cross-layer-aided opportunistic routing for sparse underwater wireless sensor networks

D Zhao, G Lun, R Xue, Y Sun - Sensors, 2021 - mdpi.com
Underwater wireless sensor networks (UWSNs) have emerged as a promising technology to
monitor and explore the oceans instead of traditional undersea wireline instruments …

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 …

Multi-Agent Reinforcement Learning-Based Routing Protocol for Underwater Wireless Sensor Networks With Value of Information

C Wang, X Shen, H Wang, W Xie… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
Efficient data transmission plays a crucial role in the applications of underwater wireless
sensor networks (UWSNs). In this article, by considering the differences in transmission …

Reinforcement learning-based routing protocol for underwater wireless sensor networks: a comparative survey

RT Rodoshi, Y Song, W Choi - IEEE Access, 2021 - ieeexplore.ieee.org
Underwater wireless sensor networks (UWSNs) have emerged as a promising networking
technology owing to their various underwater applications. Many applications require …

HOCOR: Hybrid Optimization-Based Cooperative Opportunistic Routing for Underwater Wireless Sensor Networks

AB Gavali, VM Vaze, SA Ubale - Wireless Personal Communications, 2024 - Springer
Abstract The Internet of Things (IoT) enabled Underwater Wireless Sensor Networks
(UWSNs) to emerge for applications like underwater imagining, underwater equipment …

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 …

Topology-aware reinforcement learning routing protocol in underwater wireless sensor networks

H Kim, J Cho, HS Cho - 2019 International Conference on …, 2019 - ieeexplore.ieee.org
Existing reinforcement learning (RL)-based routing protocols in underwater wireless sensor
networks (UWSNs) do not consider the network topology when selecting a next-forwarder for …

[PDF][PDF] Review on energy efficient opportunistic routing protocol for underwater wireless sensor networks

N Ismail, MM Mohamad - … on Internet and Information Systems (TIIS …, 2018 - koreascience.kr
Abstract Currently, the Underwater Sensor Networks (UWSNs) is mainly an interesting area
due to its ability to provide a technology to gather many valuable data from underwater …

Reliable path selection and opportunistic routing protocol for underwater wireless sensor networks

M Ismail, M Islam, I Ahmad, FA Khan, AB Qazi… - IEEE …, 2020 - ieeexplore.ieee.org
The increased need to gather scientific data and the renewed drive to explore underwater
natural resources has led more and more researchers to study the underwater environment …