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Cyber-Physical Systems (CPS) integrate digital technologies with physical processes and are common in different domains and industries, such as robotic systems, autonomous vehicles or satellites. Debugging and verification of CPS software…

Software Engineering · Computer Science 2025-01-30 Pablo Valle

Wastewater treatment plants (WWTPs) need digital-twin-style decision support tools that can simulate plant response under prescribed control plans, tolerate irregular and missing sensing, and remain informative over 12-36 h planning…

Machine Learning · Computer Science 2026-04-24 Gary Simethy , Daniel Ortiz Arroyo , Petar Durdevic

We present calypso, a parameter-conditioned stochastic surrogate model for circumbinary accretion flows. We represent the total and individual accretion time series in a PCA basis and model the resulting coefficients as draws from a…

High Energy Astrophysical Phenomena · Physics 2026-05-25 Magdalena Siwek , Matt Ho , Earl Bellinger

Design of cyber-physical systems (CPSs) is a challenging task that involves searching over a large search space of various CPS configurations and possible values of components composing the system. Hence, there is a need for…

Machine Learning · Computer Science 2020-09-28 Prerit Terway , Kenza Hamidouche , Niraj K. Jha

Model-based testing of software and hardware systems uses behavioral and formal models of the systems. The paper presents a technique for model-based black-box conformance testing of real-time systems using Labeled Prioritized Time Petri…

Software Engineering · Computer Science 2012-06-06 Noureddine Adjir , Pierre de Saqui Sannes , M. Kamel Rahmouni , Abdelkader Adla

Cyber-Physical Systems (CPSs) are increasingly prevalent across various industrial and daily-life domains, with applications ranging from robotic operations to autonomous driving. With recent advancements in artificial intelligence (AI),…

Software Engineering · Computer Science 2024-08-08 Renzhi Wang , Zhehua Zhou , Jiayang Song , Xuan Xie , Xiaofei Xie , Lei Ma

Collaborative Cyber-Physical Systems (CCPS) are systems that contain tightly coupled physical and cyber components, massively interconnected subsystems, and collaborate to achieve a common goal. The safety of a single Cyber-Physical System…

Software Engineering · Computer Science 2023-03-13 Manzoor Hussain , Nazakat Ali , Jang-Eui Hong

Cyber-physical systems (CPS) have been broadly deployed in safety-critical domains, such as automotive systems, avionics, medical devices, etc. In recent years, Artificial Intelligence (AI) has been increasingly adopted to control CPS.…

Software Engineering · Computer Science 2022-04-20 Jiayang Song , Deyun Lyu , Zhenya Zhang , Zhijie Wang , Tianyi Zhang , Lei Ma

Cyber-physical systems (CPSes), such as autonomous vehicles, use sophisticated components like ML-based controllers. It is difficult to provide evidence about the safe functioning of such components. To overcome this problem, Runtime…

Logic in Computer Science · Computer Science 2023-04-25 Vivek Nigam , Carolyn Talcott

The Simplex Architecture is a runtime assurance framework where control authority may switch from an unverified and potentially unsafe advanced controller to a backup baseline controller in order to maintain the safety of an autonomous…

Software Engineering · Computer Science 2022-06-01 Usama Mehmood , Sanaz Sheikhi , Stanley Bak , Scott A. Smolka , Scott D. Stoller

Model-based approaches to the verification of non-terminating Cyber-Physical Systems (CPSs) usually rely on numerical simulation of the System Under Verification (SUV) model under input scenarios of possibly varying duration, chosen among…

Logic in Computer Science · Computer Science 2021-09-09 Toni Mancini , Igor Melatti , Enrico Tronci

Rare-event simulation techniques, such as importance sampling (IS), constitute powerful tools to speed up challenging estimation of rare catastrophic events. These techniques often leverage the knowledge and analysis on underlying system…

Methodology · Statistics 2021-11-04 Mansur Arief , Yuanlu Bai , Wenhao Ding , Shengyi He , Zhiyuan Huang , Henry Lam , Ding Zhao

Cyber-physical systems (CPS) such as autonomous cars, aircraft, and robots are often also safety-critical; thus it is imperative that they operate as intended with a high degree of certainty. Formal verification has been employed to verify…

Programming Languages · Computer Science 2026-05-07 Serra Z. Dane , Jiawei Chen , Marc Pouzet , Jean-Baptiste Jeannin

Cyber-Physical Systems (CPSs) have become an intrinsic part of the 21st century world. Systems like Smart Grids, Transportation, and Healthcare help us run our lives and businesses smoothly, successfully and safely. Since malfunctions in…

Software Engineering · Computer Science 2019-05-15 Massimo Nazaria

Black-box tuning has attracted recent attention due to that the structure or inner parameters of advanced proprietary models are not accessible. Proxy-tuning provides a test-time output adjustment for tuning black-box language models. It…

Machine Learning · Computer Science 2024-07-02 Yuanyang He , Zitong Huang , Xinxing Xu , Rick Siow Mong Goh , Salman Khan , Wangmeng Zuo , Yong Liu , Chun-Mei Feng

Studying cyber-physical system (CPS) for a given network protocol and processor schedules is a challenging task. This investigation illustrates the role of TrueTime a MATLAB package for simulating CPS encapsulating information on processor…

Systems and Control · Computer Science 2016-11-15 S. Balasubramaniyan , B. Subathra , R. C. Hemesh , S. Gurusamy , S. Srinivasan

Cyber-Physical Systems (CPS) integrate physical and embedded systems with information and communication technology systems, monitoring and controlling physical processes with minimal human intervention. The connection to information and…

Cryptography and Security · Computer Science 2024-09-17 Asila AlHarmali , Saqib Ali , Waqas Aman , Omar Hussain

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

Black-box adversarial attacks have demonstrated strong potential to compromise machine learning models by iteratively querying the target model or leveraging transferability from a local surrogate model. Recently, such attacks can be…

Machine Learning · Computer Science 2024-09-09 Hanbin Hong , Xinyu Zhang , Binghui Wang , Zhongjie Ba , Yuan Hong

Cyber-Physical Systems (CPSs) software is used to enforce desired behaviours on physical systems. To test the interaction between the CPS software and the system's physics, engineers provide traces of desired physical states and observe…

Software Engineering · Computer Science 2025-05-01 Claudio Mandrioli , Seung Yeob Shin , Domenico Bianculli , Lionel Briand