Unveiling anomalies: a survey on XAI-based anomaly detection for IoT

E EREN, F YILDIRIM OKAY… - Turkish Journal of …, 2024 - journals.tubitak.gov.tr
In recent years, the rapid growth of the Internet of Things (IoT) has raised concerns about the
security and reliability of IoT systems. Anomaly detection is vital for recognizing potential …

XAI-IoT: An Explainable AI Framework for Enhancing Anomaly Detection in IoT Systems

AN Gummadi, JC Napier, M Abdallah - IEEE Access, 2024 - ieeexplore.ieee.org
The exponential growth of Internet of Things (IoT) systems inspires new research directions
on developing artificial intelligence (AI) techniques for detecting anomalies in these IoT …

[HTML][HTML] IoT anomaly detection methods and applications: A survey

A Chatterjee, BS Ahmed - Internet of Things, 2022 - Elsevier
Ongoing research on anomaly detection for the Internet of Things (IoT) is a rapidly
expanding field. This growth necessitates an examination of application trends and current …

[HTML][HTML] Anomaly Detection in IoT: Recent Advances, AI and ML Perspectives and Applications

M Domb, S Joshi, A Khn - 2023 - intechopen.com
IoT comprises sensors and other small devices interconnected locally and via the Internet.
Typical IoT devices collect data from the environment through sensors, analyze it and act …

Anomaly detection/prediction for the internet of things: State of the art and the future

XX Lin, P Lin, EH Yeh - IEEE Network, 2020 - ieeexplore.ieee.org
Anomaly detection/prediction is the first step to secure IoT systems. It usually relies on wide
domain knowledge to build up the tools to automatically detect/predict abnormal events or …

Anomaly Detection for IoT Security: Comprehensive Survey

AA Rokhade, AS Vithapnavar, S Amruth… - … on Advances in …, 2023 - ieeexplore.ieee.org
The increasing adoption of the Internet of Things (IoT) technology in various fields like smart
home appliances, smart grids, health care systems etc., is transforming the way we live and …

An energy-efficient and trustworthy unsupervised anomaly detection framework (EATU) for IIoT

Z Huang, Y Wu, N Tempini, H Lin, H Yin - ACM Transactions on Sensor …, 2022 - dl.acm.org
Many anomaly detection techniques have been adopted by Industrial Internet of Things
(IIoT) for improving self-diagnosing efficiency and infrastructures security. However, they are …

Anomaly detection, analysis and prediction techniques in iot environment: A systematic literature review

M Fahim, A Sillitti - IEEE Access, 2019 - ieeexplore.ieee.org
Anomaly detection has attracted considerable attention from the research community in the
past few years due to the advancement of sensor monitoring technologies, low-cost …

Explainable intrusion detection for cyber defences in the internet of things: Opportunities and solutions

N Moustafa, N Koroniotis, M Keshk… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
The field of Explainable Artificial Intelligence (XAI) has garnered considerable research
attention in recent years, aiming to provide interpretability and confidence to the inner …

Efficient Security Solutions for IoT Devices

F Alfaleh, S Elkhediri - International Journal of Advanced …, 2021 - search.proquest.com
Abstract The Internet of Things (IoT) is a technological innovation that has revolutionized
society. The IoT will forever change the way we use simple things that do very little things to …