[HTML][HTML] A survey on machine-learning based security design for cyber-physical systems

S Kim, KJ Park - Applied Sciences, 2021 - mdpi.com
A cyber-physical system (CPS) is the integration of a physical system into the real world and
control applications in a computing system, interacting through a communications network …

Machine learning security attacks and defense approaches for emerging cyber physical applications: A comprehensive survey

J Singh, M Wazid, AK Das, V Chamola… - Computer …, 2022 - Elsevier
The cyber physical systems integrate the sensing, computation, control and networking
processes into physical objects and infrastructure, which are connected through the Internet …

[HTML][HTML] Machine learning for securing Cyber–Physical Systems under cyber attacks: A survey

C Fei, J Shen - Franklin Open, 2023 - Elsevier
With the proliferation of cyber attacks targeting cyber–physical systems (CPS), ensuring the
security of CPS under such attacks has become increasingly challenging. Machine learning …

Resilient machine learning for networked cyber physical systems: A survey for machine learning security to securing machine learning for CPS

FO Olowononi, DB Rawat, C Liu - … Communications Surveys & …, 2020 - ieeexplore.ieee.org
Cyber Physical Systems (CPS) are characterized by their ability to integrate the physical and
information or cyber worlds. Their deployment in critical infrastructure have demonstrated a …

Machine learning (in) security: A stream of problems

F Ceschin, M Botacin, A Bifet, B Pfahringer… - … Threats: Research and …, 2024 - dl.acm.org
Machine Learning (ML) has been widely applied to cybersecurity and is considered state-of-
the-art for solving many of the open issues in that field. However, it is very difficult to evaluate …

[HTML][HTML] Deep learning-based intrusion detection methods in cyber-physical systems: Challenges and future trends

M Umer, S Sadiq, H Karamti, RM Alhebshi… - Electronics, 2022 - mdpi.com
A cyber-physical system (CPS) integrates various interconnected physical processes,
computing resources, and networking units, as well as monitors the process and …

A survey on network security for cyber–physical systems: From threats to resilient design

S Kim, KJ Park, C Lu - IEEE Communications Surveys & …, 2022 - ieeexplore.ieee.org
Cyber-physical systems (CPS) are considered the integration of physical systems in the real
world and control software in computing systems. In CPS, the real world and the computing …

The role of machine learning in cybersecurity

G Apruzzese, P Laskov, E Montes de Oca… - … Threats: Research and …, 2023 - dl.acm.org
Machine Learning (ML) represents a pivotal technology for current and future information
systems, and many domains already leverage the capabilities of ML. However, deployment …

A survey of cyber attacks on cyber physical systems: Recent advances and challenges

W Duo, MC Zhou, A Abusorrah - IEEE/CAA Journal of …, 2022 - ieeexplore.ieee.org
A cyber physical system (CPS) is a complex system that integrates sensing, computation,
control and networking into physical processes and objects over Internet. It plays a key role …

Deep learning based attack detection for cyber-physical system cybersecurity: A survey

J Zhang, L Pan, QL Han, C Chen… - IEEE/CAA Journal of …, 2021 - ieeexplore.ieee.org
With the booming of cyber attacks and cyber criminals against cyber-physical systems
(CPSs), detecting these attacks remains challenging. It might be the worst of times, but it …