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Validating the behavior of autonomous Cyber-Physical Systems (CPS) and Artificial Intelligence (AI) agents, which rely on automated controllers, is an objective of great importance. In recent years, Neural-Network (NN) controllers have been…

Robotics · Computer Science 2024-12-25 Khen Elimelech , Morteza Lahijanian , Lydia E. Kavraki , Moshe Y. Vardi

Cyber-physical systems (CPS), which integrate algorithmic control with physical processes, often consist of physically distributed components communicating over a network. A malfunctioning or compromised component in such a CPS can lead to…

Software Engineering · Computer Science 2016-11-08 Yuqi Chen , Christopher M. Poskitt , Jun Sun

As artificial intelligence systems evolve from passive assistants into autonomous agents capable of executing consequential actions, the security boundary shifts from model outputs to tool execution. Traditional security paradigms - log…

Cryptography and Security · Computer Science 2026-02-11 Herman Errico

Neural network controllers trained via behavior cloning are increasingly deployed in cyber-physical systems (CPS), yet practitioners lack tools to trace controller failures back to training data. Existing data attribution methods assume…

Systems and Control · Electrical Eng. & Systems 2026-03-24 Jiachen Li , Shihao Li , Soovadeep Bakshi , Jiamin Xu , Dongmei Chen

Over the past decade, industrial control systems have experienced a massive integration with information technologies. Industrial networks have undergone numerous technical transformations to protect operational and production processes,…

Cryptography and Security · Computer Science 2021-10-26 Riccardo Colelli , Filippo Magri , Stefano Panzieri , Federica Pascucci

Principles of modern cyber-physical system (CPS) analysis are based on analytical methods that depend on whether safety or liveness requirements are considered. Complexity is abstracted through different techniques, ranging from stochastic…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-02 Eric M. S. P. Veith , Lars Fischer , Martin Tröschel , Astrid Nieße

We present an implementation of SOTER, a run-time assurance framework for building safe distributed mobile robotic (DMR) systems, on top of the Robot Operating System (ROS). The safety of DMR systems cannot always be guaranteed at design…

Robotics · Computer Science 2020-08-25 Sumukh Shivakumar , Hazem Torfah , Ankush Desai , Sanjit A. Seshia

Real-world Cyber-Physical Systems (CPSs) are usually configurable. Through parameters, it is possible to configure, select or unselect different system functionalities. While this provides high flexibility, it also becomes a source for…

Software Engineering · Computer Science 2023-08-15 Pablo Valle , Aitor Arrieta , Maite Arratibel

Model-based design offers a promising approach for assisting developers to build reliable and secure cyber-physical systems (CPSs) in a systematic manner. In this methodology, a designer first constructs a model, with mathematically precise…

Systems and Control · Computer Science 2019-02-13 Luan Viet Nguyen , Gautam Mohan , James Weimer , Oleg Sokolsky , Insup Lee , Rajeev Alur

Characterizing attacker behavior with respect to Cyber-Physical Systems is important to assuring the security posture and resilience of these systems. Classical cyber vulnerability assessment approaches rely on the knowledge and experience…

Cryptography and Security · Computer Science 2021-03-18 Christopher Deloglos , Carl Elks , Ashraf Tantawy

Cyber-Physical Systems (CPS) integrate sensing, communication, computation, and control to support critical infrastructure, including smart grids, industrial automation, and control systems. In the electrical utility domain, various…

Cryptography and Security · Computer Science 2026-05-28 Abile Jean , Kuniyilh S

Recent advancements in technology have led to the emergence of Cyber-Physical Systems (CPS), which seamlessly integrate the cyber and physical domains in various sectors such as agriculture, autonomous systems, and healthcare. This…

Signal Processing · Electrical Eng. & Systems 2024-05-13 Rahul Umesh Mhapsekar , Muhammad Iftikhar Umrani , Malik Faizan , Omer Ali , Lizy Abraham

Traditional Cyber-physical Systems(CPSs) were not built with cybersecurity in mind. They operated on separate Operational Technology (OT) networks. As these systems now become more integrated with Information Technology (IT) networks based…

Cryptography and Security · Computer Science 2021-03-09 Ameerah-Muhsinah Jamil , Lotfi ben Othmane , Altaz Valani

Error detection in procedural activities is essential for consistent and correct outcomes in AR-assisted and robotic systems. Existing methods often focus on temporal ordering errors or rely on static prototypes to represent normal actions.…

Computer Vision and Pattern Recognition · Computer Science 2025-04-03 Wei-Jin Huang , Yuan-Ming Li , Zhi-Wei Xia , Yu-Ming Tang , Kun-Yu Lin , Jian-Fang Hu , Wei-Shi Zheng

The benefits of adopting artificial intelligence (AI) in manufacturing are undeniable. However, operationalizing AI beyond the prototype, especially when involved with cyber-physical production systems (CPPS), remains a significant…

Software Engineering · Computer Science 2025-09-16 Lukas Rauh , Mel-Rick Süner , Daniel Schel , Thomas Bauernhansl

The recent drive towards achieving greater autonomy and intelligence in robotics has led to high levels of complexity. Autonomous robots increasingly depend on third party off-the-shelf components and complex machine-learning techniques.…

Robotics · Computer Science 2019-04-23 Ankush Desai , Shromona Ghosh , Sanjit A. Seshia , Natarajan Shankar , Ashish Tiwari

Cyber-physical systems (CPS), in most instances, represent systems of systems with an informationally decentralized structure such as emerging mobility systems, networked control systems, sustainable manufacturing, smart power grids, power…

Optimization and Control · Mathematics 2024-05-15 Andreas Malikopoulos

Autonomous cyber-physical systems (CPS) can improve safety and efficiency for safety-critical applications, but require rigorous testing before deployment. The complexity of these systems often precludes the use of formal verification and…

Machine Learning · Computer Science 2021-10-15 Anthony Corso , Robert J. Moss , Mark Koren , Ritchie Lee , Mykel J. Kochenderfer

One of the key issues in human-robot collaboration is the development of computational models that allow robots to predict and adapt to human behavior. Much progress has been achieved in developing such models, as well as control techniques…

Machine Learning (ML) technologies have been increasingly adopted in Medical Cyber-Physical Systems (MCPS) to enable smart healthcare. Assuring the safety and effectiveness of learning-enabled MCPS is challenging, as such systems must…

Machine Learning · Computer Science 2024-09-21 Maryam Bagheri , Josephine Lamp , Xugui Zhou , Lu Feng , Homa Alemzadeh