Cyber-security and reinforcement learning—a brief survey

AMK Adawadkar, N Kulkarni - Engineering Applications of Artificial …, 2022 - Elsevier
This paper presents a comprehensive literature review on Reinforcement Learning (RL)
techniques used in Intrusion Detection Systems (IDS), Intrusion Prevention Systems (IPS) …

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
Machine learning (ML) technology has shown its unique advantages in many fields and has
excellent performance in many applications, such as image recognition, speech recognition …

An intelligent fault tolerant data routing scheme for wireless sensor network-assisted industrial internet of things

G Kaur, P Chanak - IEEE Transactions on Industrial Informatics, 2022 - ieeexplore.ieee.org
Safety is a major concern for Industrial 4.0 where different physical parameters are
monitored for avoiding uncertain events in the industry. In industries, natural calamities like …

A reinforcement learning based routing protocol for software-defined networking enabled wireless sensor network forest fire detection

N Moussa, E Nurellari, K Azbeg, A Boulouz… - Future Generation …, 2023 - Elsevier
Abstract Critical event reporting Wireless Sensor Networks (WSNs) applications need vital
requirements (extended network lifetime, reliability, real time responsiveness, and …

A survey on large-population systems and scalable multi-agent reinforcement learning

K Cui, A Tahir, G Ekinci, A Elshamanhory… - arXiv preprint arXiv …, 2022 - arxiv.org
The analysis and control of large-population systems is of great interest to diverse areas of
research and engineering, ranging from epidemiology over robotic swarms to economics …

[HTML][HTML] A novel routing optimization strategy based on reinforcement learning in perception layer networks

H Tan, T Ye, S ur Rehman, O ur Rehman, S Tu… - Computer Networks, 2023 - Elsevier
Wireless sensor networks have become incredibly popular due to the Internet of Things'(IoT)
rapid development. IoT routing is the basis for the efficient operation of the perception-layer …

An Improved Congestion-Controlled Routing Protocol for IoT Applications in Extreme Environments

M Adil, M Usman, MA Jan, H Abulkasim… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
The Internet of Things (IoT) has shown its presence in applications that require monitoring
extreme environments, such as wildfires, military operations, and coastal areas, among …

Multi-objective intelligent clustering routing schema for internet of things enabled wireless sensor networks using deep reinforcement learning

WK Ghamry, S Shukry - Cluster Computing, 2024 - Springer
Abstract The Internet of Things (IoT IoT) is built on a foundation of wireless sensor devices
that connect humans and physical objects to the Internet and enable them to interact with …

A systematic literature review of machine learning applications in IoT

C Gherbi, O Senouci, Y Harbi… - International Journal …, 2023 - Wiley Online Library
Summary The Internet of Things (IoT) is a network of interconnected smart objects having
capabilities that collectively form an ecosystem and enable the delivery of smart services to …

F-EVM: improving routing in Internet of Things using fuzzy MAIRCA approach and fuzzy eigenvector method

M Mohammadi, A Mehranzadeh, M Chekin - Cluster Computing, 2024 - Springer
Many devices are connected to each other using Internet of Things (IoT) technology today.
The capabilities of this technology have highlighted its importance, but significant …