A comparative study of machine learning models for cyber-attacks detection in wireless sensor networks

S Ismail, TT Khoei, R Marsh… - 2021 IEEE 12th Annual …, 2021 - ieeexplore.ieee.org
Wireless Sensor Network is a key technology for Internet of Things, but it is an example of
energy-restricted networks. In such networks with a large number of deployed sensors with …

An ensemble-based machine learning approach for cyber-attacks detection in wireless sensor networks

S Ismail, Z El Mrabet, H Reza - Applied Sciences, 2022 - mdpi.com
Wireless Sensor Networks (WSNs) are the key underlying technology of the Internet of
Things (IoT); however, these networks are energy constrained. Security has become a major …

Evaluation of naïve bayesian algorithms for cyber-attacks detection in wireless sensor networks

S Ismail, H Reza - 2022 IEEE World AI IoT Congress (AIIoT), 2022 - ieeexplore.ieee.org
Wireless Sensor Network (WSN) is one of the Internet of Things (IoT) operating platforms,
which has proliferated into a wide range of applications. These networks comprise many …

Towards building robust intrusion detection system in wireless sensor networks using machine learning and feature selection

S Umamaheshwari, SA Kumar… - … on advancements in …, 2021 - ieeexplore.ieee.org
Wireless sensor Networks (WSN) have numerous applications in today's world. The security
threat, on the other hand, is a major concern in WSN. Incorporating an intrusion detection …

A lightweight multilayer machine learning detection system for cyber-attacks in WSN

S Ismail, D Dawoud, H Reza - 2022 IEEE 12th annual …, 2022 - ieeexplore.ieee.org
A key technology that empowers low-cost and low-power Internet of Things (IoT) systems
implementation is the Wireless Sensor Network (WSN); however, WSNs are susceptible to …

An effective classification for DoS attacks in wireless sensor networks

T Park, D Cho, H Kim - 2018 Tenth international conference …, 2018 - ieeexplore.ieee.org
Intrusion Detection Systems (IDSs) have an important role in detecting and preventing
security attacks. An IDS should be in Wireless Sensor Networks (WSN) to ensure the …

Stochastic Machine Learning Based Attacks Detection System in Wireless Sensor Networks

ARA Moundounga, H Satori - Journal of Network and Systems …, 2024 - Springer
Abstract Wireless Sensor Networks (WSNs) play a crucial role in diverse applications,
encompassing environmental monitoring, healthcare, and industrial automation. However …

An accurate attack detection framework based on exponential polynomial kernel‐centered deep neural networks in the wireless sensor network

B Raveendranadh… - Transactions on emerging …, 2023 - Wiley Online Library
A novel type of wireless network that is rising in popularity with a wide assortment of civilian
along with military applications is called WSN. Owing to several factors like nodes with …

Performance analysis of machine learning algorithms in detecting and mitigating black and gray hole attacks

M Kurtkoti, BS Premananda… - … : Proceedings of ICIDCA …, 2022 - Springer
Black hole attacks and gray hole attacks are major denial of service (DoS) attacks in
wireless sensor networks (WSNs). Intrusion detection systems are proposed to detect such …

BBBC-DDRL: A hybrid big-bang big-crunch optimization and deliberated deep reinforced learning mechanisms for cyber-attack detection

A Abirami, S Palanikumar - Computers and Electrical Engineering, 2023 - Elsevier
Currently, the wireless networks are increasingly used in all kinds of applications due to their
adaptability, flexibility, and easy-access. Without a predetermined architecture, wireless …