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Motivated by the need to secure cyber-physical systems against attacks, we consider the problem of estimating the state of a noisy linear dynamical system when a subset of sensors is arbitrarily corrupted by an adversary. We propose a…

Optimization and Control · Mathematics 2015-04-24 Shaunak Mishra , Yasser Shoukry , Nikhil Karamchandani , Suhas Diggavi , Paulo Tabuada

This paper considers a sensor attack and fault detection problem for linear cyber-physical systems, which are subject to system noise that can obey an unknown light-tailed distribution. We propose a new threshold-based detection mechanism…

Dynamical Systems · Mathematics 2020-09-08 Dan Li , Sonia Martínez

In the face of evolving cyber threats such as malware, ransomware and phishing, autonomous cybersecurity defense (ACD) systems have become essential for real-time threat detection and response with optional human intervention. However,…

Cryptography and Security · Computer Science 2025-07-01 Arun Ramamurthy , Neil Dhir

Machine learning-based cybersecurity systems are highly vulnerable to adversarial attacks, while Generative Adversarial Networks (GANs) act as both powerful attack enablers and promising defenses. This survey systematically reviews…

Cryptography and Security · Computer Science 2025-10-01 Tharcisse Ndayipfukamiye , Jianguo Ding , Doreen Sebastian Sarwatt , Adamu Gaston Philipo , Huansheng Ning

The power flexibility from smart buildings makes them suitable candidates for providing grid services. The building automation system (BAS) that employs model predictive control (MPC) for grid services relies heavily on sensor data gathered…

Systems and Control · Electrical Eng. & Systems 2023-10-25 Guanyu Tian , Qun Zhou Sun , Yiyuan Qiao

In this paper, we consider the optimal controller design problem against data injection attacks on actuators for an uncertain control system. We consider attacks that aim at maximizing the attack impact while remaining stealthy in the…

Optimization and Control · Mathematics 2022-09-09 Sribalaji C. Anand , André M. H. Teixeira

Attacks, including the manipulation of sensor readings and the modification of actuator commands, pose a significant challenge to the security and privacy of automated systems. This paper considers discrete event systems that can be modeled…

Formal Languages and Automata Theory · Computer Science 2025-10-28 Xiaoyan Li , Christoforos N. Hadjicostis

Cyber-physical systems (CPS) have been increasingly attacked by hackers. Recent studies have shown that CPS are especially vulnerable to insider attacks, in which case the attacker has full knowledge of the systems configuration. To better…

Applications · Statistics 2021-11-30 Michael Biehler , Zhen Zhong , Jianjun Shi

Today's Cyber-Physical Systems (CPSs) are large, complex, and affixed with networked sensors and actuators that are targets for cyber-attacks. Conventional detection techniques are unable to deal with the increasingly dynamic and complex…

Machine Learning · Computer Science 2019-01-16 Dan Li , Dacheng Chen , Jonathan Goh , See-kiong Ng

Sensors are fundamental to cyber-physical systems (CPS), enabling perception and control by transducing physical stimuli into digital measurements. However, despite growing research on physical attacks on sensors, our understanding of…

Cryptography and Security · Computer Science 2025-08-25 Shilin Xiao , Wenjun Zhu , Yan Jiang , Kai Wang , Peiwang Wang , Chen Yan , Xiaoyu Ji , Wenyuan Xu

Physical adversarial attacks are increasingly studied in settings that resemble deployed surveillance systems rather than isolated image benchmarks. In these settings, person detection, multi-object tracking, visible--infrared sensing, and…

Computer Vision and Pattern Recognition · Computer Science 2026-04-09 Miguel A. DelaCruz , Patricia Mae Santos , Rafael T. Navarro

The high susceptibility of deep learning algorithms against structured and unstructured perturbations has motivated the development of efficient adversarial defense algorithms. However, the lack of generalizability of existing defense…

Computer Vision and Pattern Recognition · Computer Science 2020-10-27 Saheb Chhabra , Akshay Agarwal , Richa Singh , Mayank Vatsa

The increase in network connectivity has also resulted in several high-profile attacks on cyber-physical systems. An attacker that manages to access a local network could remotely affect control performance by tampering with sensor…

Optimization and Control · Mathematics 2018-01-15 Ilija Jovanov , Miroslav Pajic

When used in automated decision-making systems, machine learning (ML) models are vulnerable to data-manipulation attacks. Some defense mechanisms (e.g., adversarial regularization) directly affect the ML models while others (e.g., anomaly…

Machine Learning · Computer Science 2026-03-09 Soyon Choi , Scott Alfeld , Meiyi Ma

Detecting attacks in control systems is an important aspect of designing secure and resilient control systems. Recently, a dynamic watermarking approach was proposed for detecting malicious sensor attacks for SISO LTI systems with partial…

Optimization and Control · Mathematics 2017-09-27 Pedro Hespanhol , Matthew Porter , Ram Vasudevan , Anil Aswani

Since it is impossible to predict and identify all the vulnerabilities of a network beforehand, and penetration into a system by malicious intruders cannot always be prevented, intrusion detection systems (IDSs) are essential entities to…

Cryptography and Security · Computer Science 2010-11-13 Jaydip Sen

We introduce the problem of learning-based attacks in a simple abstraction of cyber-physical systems---the case of a discrete-time, linear, time-invariant plant that may be subject to an attack that overrides the sensor readings and the…

Systems and Control · Electrical Eng. & Systems 2020-06-30 Mohammad Javad Khojasteh , Anatoly Khina , Massimo Franceschetti , Tara Javidi

Cyber-physical microgrids are vulnerable to rootkit attacks that manipulate system dynamics to create instabilities in the network. Rootkits tend to hide their access level within microgrid system components to launch sudden attacks that…

Cryptography and Security · Computer Science 2023-06-28 Suman Rath , Tapadhir Das , Shamik Sengupta

With the increasing integration of cyber-physical systems (CPS) into critical applications, ensuring their resilience against cyberattacks is paramount. A particularly concerning threat is the vulnerability of CPS to deceptive attacks that…

Robotics · Computer Science 2024-08-20 Jun Ueda , Hyukbin Kwon

This paper deals with analysis, simultaneous detection of faults and attacks, fault-tolerant control and attack-resilient of cyber-physical control systems. In our recent work, it has been observed that an attack detector driven by an input…

Systems and Control · Electrical Eng. & Systems 2026-01-14 Linlin Li , Steven X. Ding , Maiying Zhong , Dong Zhao , Yang Shi