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Deep neural networks (DNNs) have been widely applied to solve real-world regression problems. However, selecting optimal network structures remains a significant challenge. This study addresses this issue by linking neuron selection in DNNs…

统计计算 · 统计学 2025-09-30 Noah Yi-Ting Hung , Li-Hsiang Lin , Vince D. Calhoun

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,…

密码学与安全 · 计算机科学 2021-10-26 Riccardo Colelli , Filippo Magri , Stefano Panzieri , Federica Pascucci

Software development in the aerospace domain requires adhering to strict, high-quality standards. While there exist regulatory guidelines for commercial software in this domain (e.g., ARP-4754 and DO-178), these do not apply to software…

软件工程 · 计算机科学 2024-08-06 Guy Katz , Natan Levy , Idan Refaeli , Raz Yerushalmi

With the exponential growth of cyber-physical systems (CPS), new security challenges have emerged. Various vulnerabilities, threats, attacks, and controls have been introduced for the new generation of CPS. However, there lack a systematic…

密码学与安全 · 计算机科学 2017-01-18 Abdulmalik Humayed , Jingqiang Lin , Fengjun Li , Bo Luo

Cyber-physical systems (CPS) are assemblies of networked, heterogeneous, hardware, and software components sensing, evaluating, and actuating a physical environment. This heterogeneity induces complexity that makes CPSs challenging to model…

形式语言与自动机理论 · 计算机科学 2021-09-01 Stéphane Kastenbaum , Benoît Boyer , Jean-Pierre Talpin

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…

分布式、并行与集群计算 · 计算机科学 2019-09-02 Eric M. S. P. Veith , Lars Fischer , Martin Tröschel , Astrid Nieße

Cyber-Physical Systems (CPSs) play an increasingly significant role in many critical applications. These valuable applications attract various sophisticated attacks. This paper considers a stealthy estimation attack, which aims to modify…

系统与控制 · 电气工程与系统科学 2021-02-05 Zhiheng Xu , Arvind Easwaran

Deep neural networks (DNN) are growing in capability and applicability. Their effectiveness has led to their use in safety critical and autonomous systems, yet there is a dearth of cost-effective methods available for reasoning about the…

神经与进化计算 · 计算机科学 2019-08-22 David Shriver , Dong Xu , Sebastian Elbaum , Matthew B. Dwyer

Control systems are indispensable for ensuring the safety of cyber-physical systems (CPS), spanning various domains such as automobiles, airplanes, and missiles. Safeguarding CPS necessitates runtime methodologies that continuously monitor…

机器学习 · 计算机科学 2025-05-27 Raffaele Romagnoli , Jasmine Ratchford , Mark H. Klein

Deep neural network (DNN) verification is an emerging field, with diverse verification engines quickly becoming available. Demonstrating the effectiveness of these engines on real-world DNNs is an important step towards their wider…

计算机科学中的逻辑 · 计算机科学 2020-08-11 Sumathi Gokulanathan , Alexander Feldsher , Adi Malca , Clark Barrett , Guy Katz

A cyber-physical system (CPS) is a tight coupling of computational resources, network communication, and physical processes. They are composed of a set of networked components, including sensors, actuators, control processing units, and…

系统与控制 · 电气工程与系统科学 2019-11-11 Shamila Nateghi , Yuri Shtessel , Christopher Edwards , Jean-Pierre Barbot

As the saying goes, "seeing is believing". However, with the development of digital face editing tools, we can no longer trust what we can see. Although face forgery detection has made promising progress, most current methods are designed…

计算机视觉与模式识别 · 计算机科学 2023-06-19 Xiao Jin , Xin-Yue Mu , Jing Xu

The overarching, broad topic of my research are advancements in the area of safety-critical, cyber-physical systems (CPS) development with emphasis on validation and verification. The particular focus of my research is the early validation…

计算机科学中的逻辑 · 计算机科学 2025-02-14 Ondřej Vašíček

Cyber-physical systems have encountered a huge success in the past decade in several scientific communities, and specifically in production topics. The main attraction of the concept relies in the fact that it encompasses many scientific…

软件工程 · 计算机科学 2018-11-09 Olivier Cardin

In this paper, we address two main problems in the context of covert cyber-attacks in cyber-physical systems (CPS). First, we aim to investigate and develop necessary and sufficient conditions in terms of disruption resources of the CPS…

系统与控制 · 电气工程与系统科学 2025-12-10 Mahdi Taheri , Khashayar Khorasani , Nader Meskin

Cyber-Physical Systems (CPSs) are vastly used in today's cities critical infrastructure. The cyber part of these systems usually has a network component through which cyber attacks can be launched. In this paper, we first design an…

密码学与安全 · 计算机科学 2020-02-17 Soheila Barchinezhad , Mohammad Sayad Haghighi

The threats faced by cyber-physical systems (CPSs) in critical infrastructure have motivated research into a multitude of attack detection mechanisms, including anomaly detectors based on neural network models. The effectiveness of anomaly…

密码学与安全 · 计算机科学 2021-06-16 Yifan Jia , Jingyi Wang , Christopher M. Poskitt , Sudipta Chattopadhyay , Jun Sun , Yuqi Chen

Vast investments have recently been made worldwide in developing the Cyber-Physical System (CPS) technology with the expectations of improving economical and societal structures. However, great care must be paid to the CPS' complexity, the…

分布式、并行与集群计算 · 计算机科学 2019-12-17 Bagula Antoine , Tuyishimire Emmanuel , Ajayi Olasupo

Deep neural networks (DNNs) play an increasingly important role in various computer systems. In order to create these networks, engineers typically specify a desired topology, and then use an automated training algorithm to select the…

机器学习 · 计算机科学 2021-08-13 Ori Lahav , Guy Katz

Autonomous cyber-physical systems (CPSs) leverage AI for perception, planning, and control but face trust and safety certification challenges due to inherent uncertainties. The neurosymbolic paradigm replaces stochastic layers with…

软件工程 · 计算机科学 2025-06-03 Xi Zheng , Ziyang Li , Ivan Ruchkin , Ruzica Piskac , Miroslav Pajic