Advancements in Anomaly Detection: A Review of Machine Learning Applications in Cyber-Physical System Networks

A Ahmed - 2024 - researchsquare.com
In the practical world, Cyber-Physical Systems have integrated physical systems and
software management in the cyber-world, with networks responsible for information …

Machine Learning Approaches for Anomaly Detection in Cyber-Physical Systems: A Case Study in Critical Infrastructure Protection

VV Vegesna - International Journal of Machine Learning and Artificial …, 2024 - jmlai.in
This paper presents machine learning approaches for anomaly detection in cyber-physical
systems (CPS), with a focus on critical infrastructure protection. It investigates the application …

Anomaly detection in cyber-physical systems using machine learning

H Mohammadi Rouzbahani, H Karimipour… - Handbook of big data …, 2020 - Springer
Abstract Cyber-Physical Systems (CPS) are characterized by a wide range of complex multi-
tasking components with close interaction that leads to integrating cyber sections into the …

Using Ensemble Learning for Anomaly Detection in Cyber–Physical Systems

N Jeffrey, Q Tan, JR Villar - Electronics, 2024 - mdpi.com
The swift embrace of Industry 4.0 paradigms has led to the growing convergence of
Information Technology (IT) networks and Operational Technology (OT) networks …

A review of anomaly detection strategies to detect threats to cyber-physical systems

N Jeffrey, Q Tan, JR Villar - Electronics, 2023 - mdpi.com
Cyber-Physical Systems (CPS) are integrated systems that combine software and physical
components. CPS has experienced rapid growth over the past decade in fields as disparate …

Learning based anomaly detection in critical cyber-physical systems

FS Mozaffari, H Karimipour, RM Parizi - Security of Cyber-Physical …, 2020 - Springer
Cyber-physical system (CPS) has been one of the important parts of infrastructures and
industrial control systems for years. Its footprint is seen in a wide range of domains including …

Detection of cyberattacks and anomalies in cyber-physical systems: Approaches, data sources, evaluation

O Tushkanova, D Levshun, A Branitskiy… - Algorithms, 2023 - mdpi.com
Cyberattacks on cyber-physical systems (CPS) can lead to severe consequences, and
therefore it is extremely important to detect them at early stages. However, there are several …

Anomaly detection in cyber-physical systems: reconstruction of a prediction error feature space

N Oliveira, N Sousa, J Oliveira… - 2021 14th International …, 2021 - ieeexplore.ieee.org
Cyber-physical systems are infrastructures that use digital information such as network
communications and sensor readings to control entities in the physical world. Many cyber …

Intelligent abnormality detection method in cyber physical systems using machine learning

S Krishna Narayanan, S Dhanasekaran… - … Conference on Machine …, 2021 - Springer
Abstract Cyber-Physical Systems (CPS) are recognized by a broad range of complicated
multi-tasking fixings with good interaction which results in combining cyber areas within the …