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This paper shows that the optimal policy and value functions of a Markov Decision Process (MDP), either discounted or not, can be captured by a finite-horizon undiscounted Optimal Control Problem (OCP), even if based on an inexact model.…

Systems and Control · Electrical Eng. & Systems 2023-02-08 Arash Bahari Kordabad , Mario Zanon , Sebastien Gros

A well-designed attack in the power system can cause an initial failure and then results in large-scale cascade failure. Several works have discussed power system attack through false data injection, line-maintaining attack, and…

Systems and Control · Computer Science 2018-07-25 Hwei-Ming Chung , Wen-Tai Li , Chau Yuen , Wei-Ho Chung , Chao-Kai Wen

Industrial control systems (ICSs) are widely used and vital to industry and society. Their failure can have severe impact on both economics and human life. Hence, these systems have become an attractive target for attacks, both physical and…

Cryptography and Security · Computer Science 2019-10-02 Moshe Kravchik , Asaf Shabtai

This paper studies the problem of distributed optimal coordination (DOC) for a class of nonlinear large-scale cyber-physical systems (CPSs) in the presence of cyber attacks. A secure DOC architecture with attack diagnosis is proposed that…

Systems and Control · Electrical Eng. & Systems 2020-09-29 Liwei An , Guang-Hong Yang

In this paper a novel set-theoretic control framework for Networked Constrained Cyber-Physical Systems is presented. By resorting to set-theoretic ideas and the physical watermarking concept, an anomaly detector module and a control…

Systems and Control · Computer Science 2016-03-28 Walter Lucia , Bruno Sinopoli , Giuseppe Franze'

This paper proposes an active attack detection scheme for constrained cyber-physical systems. Despite passive approaches where the detection is based on the analysis of the input-output data, active approaches interact with the system by…

Systems and Control · Electrical Eng. & Systems 2021-01-26 Mehdi Hosseinzadeh , Bruno Sinopoli

In recent years, SCADA (Supervisory Control and Data Acquisition) systems have increasingly become the target of cyber attacks. SCADAs are no longer isolated, as web-based applications expose strategic infrastructures to the outside world…

Systems and Control · Electrical Eng. & Systems 2024-02-29 Raffaele Giuseppe Cestari , Stefano Longari , Stefano Zanero , Simone Formentin

Despite high reliability, modern power systems with growing renewable penetration face an increasing risk of cascading outages. Real-time cascade mitigation requires fast, complex operational decisions under uncertainty. In this work, we…

Physics and Society · Physics 2025-06-11 Kai Zhou , Youbiao He , Chong Zhong , Yifu Wu

We propose a novel framework for designing a resilient Model Predictive Control (MPC) targeting uncertain linear systems under cyber attack. Assuming a periodic attack scenario, we model the system under Denial of Service (DoS) attack, also…

Systems and Control · Electrical Eng. & Systems 2023-10-16 Milad Farsi , Shuhao Bian , Nasser L. Azad , Xiaobing Shi , Andrew Walenstein

This paper proposes a methodology to identify and protect vulnerable components of connected gas and electric infrastructures from malicious attacks, and to guarantee a resilient operation by deploying valid corrective actions (while…

Optimization and Control · Mathematics 2016-11-22 Cheng Wang , Wei Wei , Jianhui Wang , Feng Liu , Feng Qiu , Carlos M. Correa-Posada , Shengwei Mei

This article considers the problem of risk-optimal allocation of security measures when the actuators of an uncertain control system are under attack. We consider an adversary injecting false data into the actuator channels. The attack…

Systems and Control · Electrical Eng. & Systems 2023-08-22 Sribalaji C. Anand , André M. H. Teixeira

This article studies a fundamental problem of security of cyber-physical systems (CPSs): that of detecting, almost surely, the presence of malicious components in the CPS. We assume that some of the actuators may be malicious while all…

Optimization and Control · Mathematics 2024-06-14 Souvik Das , Priyanka Dey , Debasish Chatterjee

Robust control and maintenance of the grid relies on accurate data. Both PMUs and state estimators are prone to false data injection attacks. Thus, it is crucial to have a mechanism for fast and accurate detection of an agent maliciously…

Machine Learning · Computer Science 2014-03-10 Hanie Sedghi , Edmond Jonckheere

Deep Neural Networks have proven to be highly accurate at a variety of tasks in recent years. The benefits of Deep Neural Networks have also been embraced in power grids to detect False Data Injection Attacks (FDIA) while conducting…

Cryptography and Security · Computer Science 2025-04-10 Farhin Farhad Riya , Shahinul Hoque , Yingyuan Yang , Jiangnan Li , Jinyuan Stella Sun , Hairong Qi

This paper addresses the security allocation problem within networked control systems, which consist of multiple interconnected control systems under the influence of two opposing agents: a defender and a malicious adversary. The adversary…

Systems and Control · Electrical Eng. & Systems 2026-03-31 Anh Tung Nguyen , Andreas Hertzberg , André MH Teixeira

Existing power cyber-physical system (CPS) risk prediction results are inaccurate as they fail to reflect the actual physical characteristics of the components and the specific operational status. A new method based on dependent Markov…

Networking and Internet Architecture · Computer Science 2021-08-03 Zhaoyang Qu , Qianhui Xie , Yuqing Liu , Yang Li , Lei Wang , Pengcheng Xu , Yuguang Zhou , Jian Sun , Kai Xue , Mingshi Cui

The aim of this study is to present an overview of current research on modelling, evaluation, and optimization methods for improving the reliability of Cyber-Physical System (CPS). Three major modelling approaches, namely analytical,…

Systems and Control · Electrical Eng. & Systems 2025-03-17 Moslem Uddin , Huadong Mo , Daoyi Dong

Although adverse effects of attacks have been acknowledged in many cyber-physical systems, there is no system-theoretic comprehension of how a compromised agent can leverage communication capabilities to maximize the damage in distributed…

Systems and Control · Computer Science 2017-10-12 Rohollah Moghadam , Hamidreza Modares

Cyber-Physical Systems (CPS) are being widely adopted in critical infrastructures, such as smart grids, nuclear plants, water systems, transportation systems, manufacturing and healthcare services, among others. However, the increasing…

Cryptography and Security · Computer Science 2021-11-23 Eyasu Getahun Chekole , Martin Ochoa , Sudipta Chattopadhyay

The extensive use of distributed vehicle platoon controllers has resulted in several benefits for transportation systems, such as increased traffic flow, fuel efficiency, and decreased pollution. The rising reliance on interconnected…

Systems and Control · Electrical Eng. & Systems 2024-01-11 Tashfique Hasnine Choudhury