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Related papers: Data-driven Discovery of Cyber-Physical Systems

200 papers

Given that observational and numerical climate data are being produced at ever more prodigious rates, increasingly sophisticated and automated analysis techniques have become essential. Deep learning is quickly becoming a standard approach…

Fluid Dynamics · Physics 2017-09-12 A. Rupe , J. P. Crutchfield , K. Kashinath , Prabhat

One of the ultimate goals of software engineering is to leave virtual spaces and move real things. We take one step toward supporting users with this goal by connecting a type-based synthesis algorithm, (CL)S, and its IDE to a logistics lab…

Human-Computer Interaction · Computer Science 2019-12-24 Jan Bessai , Moritz Roidl , Anna Vasileva

The reach and scale of Cyber Physical Systems (CPS) are expanding to many aspects of our everyday lives. Health, safety, transportation and education are a few areas where CPS are increasingly prevalent. There is a pressing need to secure…

Networking and Internet Architecture · Computer Science 2018-06-29 Filipo Sharevski , Sharief Oteafy

Cyber-Physical Systems (CPS) pose new challenges to verification and validation that go beyond the proof of functional correctness based on high-level models. Particular challenges are, in particular for formal methods, its heterogeneity…

Software Engineering · Computer Science 2017-05-02 Carna Radojicic , Christoph Grimm , Axel Jantsch , Michael Rathmair

Cyber-Physical Production Systems (CPPS) are long-living and mechatronic systems, which include mechanics, electrics/electronics and software. The interdisciplinary nature combined with challenges and trends in the context of Industry 4.0…

Software Engineering · Computer Science 2022-12-20 Birgit Vogel-Heuser , Juliane Fischer , Dieter Hess , Eva-Maria Neumann , Marcus Wuerr

The domain of cyber-physical systems (CPS) has recently seen strong growth, e.g., due to the rise of the Internet of Things (IoT) in industrial domains, commonly referred to as "Industry 4.0". However, CPS challenges like the strong…

Effective progress monitoring is crucial for the successful delivery of the construction project within the stipulated time and budget. Construction projects are often monitored irregularly through time-consuming physical site visits by…

Robotics · Computer Science 2024-02-13 Srijeet Halder , Kereshmeh Afsari , Abiola Akanmu

Advanced embedded system technology is one of the key driving forces behind the rapid growth of Cyber-Physical System (CPS) applications. Cyber-Physical Systems are comprised of multiple coordinating and cooperating components, which are…

Software Engineering · Computer Science 2020-09-22 Smitha Gautham , Abhilash Rajagopala , Athira Varma Jayakumar , Christopher Deloglos , Erwin Karincic , Carl Elks

Machine Learning (ML) has achieved great successes in recent decades, both in research and in practice. In Cyber-Physical Systems (CPS), ML can for example be used to optimize systems, to detect anomalies or to identify root causes of…

Machine Learning · Computer Science 2021-12-20 Henrik S. Steude , Alexander Windmann , Oliver Niggemann

We apply formal methods to lay and streamline theoretical foundations to reason about Cyber-Physical Systems (CPSs) and cyber-physical attacks. We focus on %a formal treatment of both integrity and DoS attacks to sensors and actuators of…

Cryptography and Security · Computer Science 2017-04-24 Ruggero Lanotte , Massimo Merro , Riccardo Muradore , Luca Viganò

It has been challenging for the technical and regulatory communities to formulate requirements for trustworthiness of the cyber-physical systems (CPS) due to the complexity of the issues associated with their design, deployment, and…

Cryptography and Security · Computer Science 2018-03-21 Marcello Balduccini , Edward Griffor , Michael Huth , Claire Vishik , Martin Burns , David Wollman

Failures in safety-critical Cyber-Physical Systems (CPS), both software and hardware-related, can lead to severe incidents impacting physical infrastructure or even harming humans. As a result, extensive simulations and field tests need to…

Software Engineering · Computer Science 2025-01-28 Ankit Agrawal , Philipp Zech , Michael Vierhauser

A Cyber-Physical System (CPS) testbed serves as a powerful platform for testing and validating cyber intrusion detection and mitigation strategies in substations. This study presents the design and development of a CPS testbed that can…

Cryptography and Security · Computer Science 2025-06-02 Akila Herath , Chen-Ching Liu , Junho Hong , Mansi Girdhar

In precision agriculture, integrating advanced technologies is crucial for optimizing plant growth and health monitoring. Cyber-physical system (CPS) platforms tailored to specific agricultural environments have emerged, but the diversity…

Systems and Control · Electrical Eng. & Systems 2024-10-10 Pawan Kumar , Hokeun Kim

In Industry 4.0, Cyber-Physical Systems (CPS) generate vast data sets that can be leveraged by Artificial Intelligence (AI) for applications including predictive maintenance and production planning. However, despite the demonstrated…

Artificial Intelligence · Computer Science 2024-12-18 Alexander Windmann , Philipp Wittenberg , Marvin Schieseck , Oliver Niggemann

Modeling complex physical dynamics is a fundamental task in science and engineering. Traditional physics-based models are sample efficient, and interpretable but often rely on rigid assumptions. Furthermore, direct numerical approximation…

Machine Learning · Computer Science 2023-03-02 Rui Wang , Rose Yu

Simulating physical systems is a core component of scientific computing, encompassing a wide range of physical domains and applications. Recently, there has been a surge in data-driven methods to complement traditional numerical simulations…

Machine Learning · Computer Science 2021-08-19 Karl Otness , Arvi Gjoka , Joan Bruna , Daniele Panozzo , Benjamin Peherstorfer , Teseo Schneider , Denis Zorin

This paper is concerned with the detection, resilient and fault-tolerant control issues for cyber-physical systems. To this end, the impairment of system dynamics caused by the defined types of cyber-attacks and process faults is analyzed.…

Systems and Control · Electrical Eng. & Systems 2024-09-23 Linlin Li , Steven X. Ding , Liutao Zhou , Maiying Zhong , Kaixiang Peng

Cyber-Physical Systems (CPSs) tightly interconnect digital and physical operations within production environments, enabling real-time monitoring, control, optimization, and autonomous decision-making that directly enhance manufacturing…

Machine Learning · Computer Science 2025-12-16 Francesco Vitale , Nicola Dall'Ora , Sebastiano Gaiardelli , Enrico Fraccaroli , Nicola Mazzocca , Franco Fummi

In Model-Based Design of Cyber-Physical Systems (CPS), it is often desirable to develop several models of varying fidelity. Models of different fidelity levels can enable mathematical analysis of the model, control synthesis, faster…

Systems and Control · Computer Science 2014-06-03 Houssam Abbas , Bardh Hoxha , Georgios Fainekos , Jyotirmoy V. Deshmukh , James Kapinski , Koichi Ueda