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Deep learning (DL) models have seen increased attention for time series forecasting, yet the application on cyber-physical systems (CPS) is hindered by the lacking robustness of these methods. Thus, this study evaluates the robustness and…

机器学习 · 计算机科学 2023-06-14 Alexander Windmann , Henrik Steude , Oliver Niggemann

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…

编程语言 · 计算机科学 2026-05-07 Serra Z. Dane , Jiawei Chen , Marc Pouzet , Jean-Baptiste Jeannin

We present an overview and evaluation of a new, systematic approach for generation of highly realistic, annotated synthetic data for training of deep neural networks in computer vision tasks. The main contribution is a procedural world…

计算机视觉与模式识别 · 计算机科学 2017-10-19 Apostolia Tsirikoglou , Joel Kronander , Magnus Wrenninge , Jonas Unger

In this paper, we consider the applications of process mining in intrusion detection. We propose a novel process mining inspired algorithm to be used to preprocess data in intrusion detection systems (IDS). The algorithm is designed to…

密码学与安全 · 计算机科学 2022-05-25 Yinzheng Zhong , John Y. Goulermas , Alexei Lisitsa

For exhaustive formal verification, industrial-scale cyber-physical systems (CPSs) are often too large and complex, and lightweight alternatives (e.g., monitoring and testing) have attracted the attention of both industrial practitioners…

计算机科学中的逻辑 · 计算机科学 2021-11-10 Masaki Waga

While attack graphs are useful for identifying major cybersecurity threats affecting a system, they do not provide operational support for determining the likelihood of having a known vulnerability exploited, or that critical system nodes…

密码学与安全 · 计算机科学 2026-04-21 Francesco Vitale , Simone Guarino , Stefano Perone , Massimiliano Rak , Nicola Mazzocca

In system analysis, conformance indicates that two systems simultaneously satisfy the same set of specifications of interest; thus, the results from analyzing one system automatically transfer to the other, or one system can safely replace…

系统与控制 · 电气工程与系统科学 2021-03-03 Yu Wang , Mojtaba Zarei , Borzoo Bonakdarpoor , Miroslav Pajic

Real-world processes often involve interdependent objects that also carry data values, such as integers, reals, or strings. However, existing process formalisms fall short to combine key modeling features, such as tracking object…

多智能体系统 · 计算机科学 2025-05-22 Alessandro Gianola , Marco Montali , Sarah Winkler

In the era of Big Data and Internet-of-Things (IoT), all real-world environments are gradually becoming cyber-physical (e.g., emergency management, healthcare, smart manufacturing, etc.), with the presence of connected devices and embedded…

软件工程 · 计算机科学 2018-02-20 Andrea Marrella , Massimo Mecella

As AI systems grow more capable, it becomes increasingly important that their decisions remain understandable and aligned with human expectations. A key challenge is the limited interpretability of deep models. Post-hoc methods like GradCAM…

计算机视觉与模式识别 · 计算机科学 2025-11-21 Mahdi Alehdaghi , Rajarshi Bhattacharya , Pourya Shamsolmoali , Rafael M. O. Cruz , Maguelonne Heritier , Eric Granger

This paper presents a real-time cyber-physical (CPS) testbed for power systems with different real attack scenarios on the synchrophasors-phasor measurement units (PMU). The testbed focuses on real-time cyber-security emulation with…

密码学与安全 · 计算机科学 2022-07-27 Shuvangkar Chandra Das , Tuyen Vu

For a class of Cyber-Physical Systems (CPSs), we address the problem of performing computations over the cloud without revealing private information about the structure and operation of the system. We model CPSs as a collection of…

系统与控制 · 电气工程与系统科学 2020-06-15 Carlos Murguia , Paulo Tabuada

This study aims to determine a predictive model to learn students probability to pass their courses taken at the earliest stage of the semester. To successfully discover a good predictive model with high acceptability, accurate, and…

机器学习 · 计算机科学 2023-04-13 Anabella C. Doctor

Cyber-Physical Systems (CPS) are systems controlled by one or more computer-based components tightly integrated with a set of physical components, typically described as sensors and actuators, that can either be directly attached to the…

计算机科学中的逻辑 · 计算机科学 2018-03-09 Andre Metelo , Christiano Braga , Diego Brandão

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…

密码学与安全 · 计算机科学 2017-04-24 Ruggero Lanotte , Massimo Merro , Riccardo Muradore , Luca Viganò

The Smart Grid (SG) is a Cyber-Physical System (CPS) considered a critical infrastructure divided into cyber (software) and physical (hardware) counterparts that complement each other. It is responsible for timely power provision wrapped by…

性能 · 计算机科学 2020-11-20 Ricardo M. Czekster

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…

密码学与安全 · 计算机科学 2025-06-02 Akila Herath , Chen-Ching Liu , Junho Hong , Mansi Girdhar

Testing and validating Cyber-Physical Systems (CPSs) in the aerospace domain, such as field testing of drone rescue missions, poses challenges due to volatile mission environments, such as weather conditions. While testing processes and…

软件工程 · 计算机科学 2025-01-30 Michael Vierhauser , Kristof Meixner , Stefan Biffl

The growing complexity of modern Cyber-Physical Systems (CPS) and the frequent communication between their components make them vulnerable to malicious attacks. As a result, secure state estimation is a critical requirement for the control…

最优化与控制 · 数学 2020-10-09 Xusheng Luo , Miroslav Pajic , Michael M. Zavlanos

Understanding and improving business processes have become important success factors for organizations. Process mining has proven very successful with a variety of methods and techniques, including discovering process models based on event…

其他计算机科学 · 计算机科学 2021-07-02 Jonas Cremerius , Mathias Weske