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Related papers: Automatic Failure Explanation in CPS Models

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Debugging is one of the most time-consuming and expensive tasks in software development. Several formula-based fault localization (FBFL) methods have been proposed, but they fail to guarantee a set of diagnoses across all failing tests or…

Software Engineering · Computer Science 2025-09-08 Pedro Orvalho , Mikoláš Janota , Vasco Manquinho

In this paper, we propose conformal inference based approach for statistical verification of CPS models. Cyber-physical systems (CPS) such as autonomous vehicles, avionic systems, and medical devices operate in highly uncertain…

Systems and Control · Electrical Eng. & Systems 2021-07-16 Chuchu Fan , Xin Qin , Yuan Xia , Aditya Zutshi , Jyotirmoy Deshmukh

Consumer grade cyber-physical systems (CPS) are becoming an integral part of our life, automatizing and simplifying everyday tasks. Indeed, due to complex interactions between hardware, networking and software, developing and testing such…

Cryptography and Security · Computer Science 2021-03-24 Dmytro Humeniuk , Giuliano Antoniol , Foutse Khomh

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

The software development for Cyber-Physical Systems (CPS), e.g., autonomous vehicles, requires both functional and non-functional quality assurance to guarantee that the CPS operates safely and effectively. EAST-ADL is a domain specific…

Software Engineering · Computer Science 2018-03-20 Eun-Young Kang , Dongrui Mu , Li Huang , Qianqing Lan

Cyber-Physical Systems (CPS) now support critical infrastructure spanning transportation, energy, manufacturing, medical devices, and autonomous robotics. Their defining characteristic is the tight coupling between digital computation and…

Systems and Control · Electrical Eng. & Systems 2025-12-25 Rahul Bulusu

Machine learning tasks entail the use of complex computational pipelines to reach quantitative and qualitative conclusions. If some of the activities in a pipeline produce erroneous or uninformative outputs, the pipeline may fail or produce…

Machine Learning · Computer Science 2020-02-13 Raoni Lourenço , Juliana Freire , Dennis Shasha

Model-Based Anomaly Detection has been a successful approach to identify deviations from the expected behavior of Cyber-Physical Production Systems. Since manual creation of these models is a time-consuming process, it is advantageous to…

Artificial Intelligence · Computer Science 2023-08-28 Tom Westermann , Milapji Singh Gill , Alexander Fay

In Cyber-Physical Systems (CPS) research, anomaly detection (detecting abnormal behavior) and diagnosis (identifying the underlying root cause) are often treated as distinct, isolated tasks. However, diagnosis algorithms require symptoms,…

Machine Learning · Computer Science 2023-11-28 Henrik S. Steude , Lukas Moddemann , Alexander Diedrich , Jonas Ehrhardt , Oliver Niggemann

Test automation requires automated oracles to assess test outputs. For cyber physical systems (CPS), oracles, in addition to be automated, should ensure some key objectives: (i) they should check test outputs in an online manner to stop…

Software Engineering · Computer Science 2019-03-11 Claudio Menghi , Shiva Nejati , Khouloud Gaaloul , Lionel Briand

Software failures can have catastrophic and costly consequences. Functional Failure Mode and Effects Analysis (FMEA) is a standard technique used within Cyber-Physical Systems (CPS) to identify software failures and assess their…

Software Engineering · Computer Science 2026-04-20 Andrea Bombarda , Federico Conti , Marcello Minervini , Aurora Zanenga , Claudio Menghi

Context: As Industrial Cyber-Physical Systems (ICPS) become more connected and widely-distributed, often operating in safety-critical environments, we require innovative approaches to detect and diagnose the faults that occur in them.…

Software Engineering · Computer Science 2021-01-15 Barry Dowdeswell , Roopak Sinha , Stephen G. MacDonell

Model-based fault injection methods are widely used for the evaluation of fault tolerance in safety-critical control systems. In this paper, we introduce a new model-based fault injection method implemented as a highlycustomizable Simulink…

Systems and Control · Electrical Eng. & Systems 2021-01-06 Tagir Fabarisov , Ilshat Mamaev , Andrey Morozov , Klaus Janschek

Development of Cyber Physical Systems (CPSs) requires close interaction between developers with expertise in many domains to achieve ever-increasing demands for improved performance, reduced cost, and more system autonomy. Each engineering…

Software Engineering · Computer Science 2020-04-14 Charles Hartsell , Nagabhushan Mahadevan , Harmon Nine , Ted Bapty , Abhishek Dubey , Gabor Karsai

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

The ability to capture different levels of abstraction in a system model is especially important for remote integration, testing/verification, and manufacturing of cyber-physical systems (CPSs). However, the complexity of modelling and…

Software Engineering · Computer Science 2016-01-26 Maria Spichkova , Anna Zamansky , Eitan Farchi

Deep Learning (DL) applications are being used to solve problems in critical domains (e.g., autonomous driving or medical diagnosis systems). Thus, developers need to debug their systems to ensure that the expected behavior is delivered.…

Software Engineering · Computer Science 2023-07-19 Mohammad Wardat , Breno Dantas Cruz , Wei Le , Hridesh Rajan

The carbon capture, utilization, and storage (CCUS) framework is an essential component in reducing greenhouse gas emissions, with its success hinging on the comprehensive knowledge of subsurface geology and geomechanics. Passive seismic…

Geophysics · Physics 2024-11-06 Hanchen Wang , Yinpeng Chen , Tariq Alkhalifah , Ting Chen , Youzuo Lin , David Alumbaugh

Debugging software, i.e., the localization of faults and their repair, is a key activity in software engineering. Therefore, effective and efficient debugging is one of the core skills a software engineer must develop. However, the teaching…

Cyber-physical systems (CPSs) embed software into the physical world. They appear in a wide range of applications such as smart grids, robotics, intelligent manufacture and medical monitoring. CPSs have proved resistant to modeling due to…

Systems and Control · Computer Science 2019-10-28 Ye Yuan , Xiuchuan Tang , Wei Pan , Xiuting Li , Wei Zhou , Hai-Tao Zhang , Han Ding , Jorge Goncalves