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The increase in popularity of connected features in intelligent transportation systems, has led to a greater risk of cyber-attacks and subsequently, requires a more robust validation of cybersecurity in vehicle design. This article explores…

密码学与安全 · 计算机科学 2025-11-14 Phillip Garrad , Shane Gilroy

Digital twins are sophisticated software systems for the representation, monitoring, and control of cyber-physical systems, including automotive, avionics, smart manufacturing, and many more. Existing definitions and reference models of…

The introduction sets the stage for exploring collaborative approaches to bolstering smart vehicle cybersecurity through AI-driven threat detection. As the automotive industry increasingly adopts connected and automated vehicles (CAVs), the…

密码学与安全 · 计算机科学 2025-01-03 Syed Atif Ali , Salwa Din

Traffic state prediction is necessary for many Intelligent Transportation Systems applications. Recent developments of the topic have focused on network-wide, multi-step prediction, where state of the art performance is achieved via deep…

机器学习 · 计算机科学 2024-03-12 Bibek Poudel , Weizi Li

Digital twins (DTs), which are virtual environments that simulate, predict, and optimize the performance of their physical counterparts, hold great promise in revolutionizing next-generation wireless networks. While DTs have been…

In black-box testing of GUI applications (a form of system testing), a dynamic analysis of the GUI application is used to infer a black-box model; the black-box model is then used to derive test cases for the test of the GUI application. In…

软件工程 · 计算机科学 2012-10-18 Stephan Arlt , Evren Ermis , Sergio Feo-Arenis , Andreas Podelski

Simulation is a fundamental tool in developing autonomous vehicles, enabling rigorous testing without the logistical and safety challenges associated with real-world trials. As autonomous vehicle technologies evolve and public safety…

机器人学 · 计算机科学 2025-06-19 Yuankai He , Hanlin Chen , Weisong Shi

The increasing usage of machine learning models raises the question of the reliability of these models. The current practice of testing with limited data is often insufficient. In this paper, we provide a framework for automated test data…

机器学习 · 计算机科学 2021-11-04 Diptikalyan Saha , Aniya Aggarwal , Sandeep Hans

The global testing problem studied in this paper is to seek a definite answer to whether a system of concurrent black-boxes has an observable behavior in a given finite (but could be huge) set "Bad". We introduce a novel approach to solve…

软件工程 · 计算机科学 2007-05-23 Gaoyan Xie , Zhe Dang

Digital Twins (DTs) are virtual representations of physical objects or processes that can collect information from the real environment to represent, validate, and replicate the physical twin's present and future behavior. The DTs are…

网络与互联网体系结构 · 计算机科学 2023-05-26 S M Mostaq Hossain , Sohag Kumar Saha , Shampa Banik , Trapa Banik

As the automotive industry focuses its attention more and more towards the software functionality of vehicles, techniques to deliver new software value at a fast pace are needed. Continuous Experimentation, a practice coming from the…

软件工程 · 计算机科学 2020-09-14 Federico Giaimo , Christian Berger

The openness of modern IT systems and their permanent change make it challenging to keep these systems secure. A combination of regression and security testing called security regression testing, which ensures that changes made to a system…

密码学与安全 · 计算机科学 2023-09-19 Irdin Pekaric , Clemens Sauerwein , Michael Felderer

Safety validation of autonomous driving systems is extremely challenging due to the high risks and costs of real-world testing as well as the rarity and diversity of potential failures. To address these challenges, we train a denoising…

机器人学 · 计算机科学 2025-06-11 Juanran Wang , Marc R. Schlichting , Harrison Delecki , Mykel J. Kochenderfer

The homologation of automated vehicles, being safety-critical complex systems, requires sound evidence for their safe operability. Traditionally, verification and validation activities are guided by a combination of ISO 26262 and ISO/PAS…

软件工程 · 计算机科学 2020-05-12 Christian Neurohr , Lukas Westhofen , Tabea Henning , Thies de Graaff , Eike Möhlmann , Eckard Böde

Safe deployment of self-driving cars (SDC) necessitates thorough simulated and in-field testing. Most testing techniques consider virtualized SDCs within a simulation environment, whereas less effort has been directed towards assessing…

软件工程 · 计算机科学 2022-08-26 Andrea Stocco , Brian Pulfer , Paolo Tonella

Modern vehicles have evolved from mechanical systems to complex and connected ones controlled by numerous digital computers interconnected through internal networks. While this development has improved their efficiency and safety, it also…

系统与控制 · 电气工程与系统科学 2024-11-12 Ghadeer Shaaban , Hassen Fourati , Alain Kibangou , Christophe Prieur , Mohammad Pirani

The automotive industry is experiencing a serious transformation due to a digitalisation process and the transition to the new paradigm of Mobility-as-a-Service. The next-generation vehicles are going to be very complex cyber-physical…

密码学与安全 · 计算机科学 2019-10-03 Michele Scalas , Giorgio Giacinto

The technology in the area of automated vehicles is gaining speed and promises many advantages. However, with the recent introduction of conditionally automated driving, we have also seen accidents. Test protocols for both, conditionally…

软件工程 · 计算机科学 2017-08-24 Alessia Knauss , Jan Schröder , Christian Berger , Henrik Eriksson

Regulatory approval and safety guarantees for autonomous vehicles facing frequent functional updates and complex software stacks, including artificial intelligence, are a challenging topic. This paper proposes a concept and guideline for…

系统与控制 · 电气工程与系统科学 2020-05-19 Tim Stahl , Matthis Eicher , Johannes Betz , Frank Diermeyer

Automated Driving Systems (ADSs) have seen rapid progress in recent years. To ensure the safety and reliability of these systems, extensive testings are being conducted before their future mass deployment. Testing the system on the road is…

软件工程 · 计算机科学 2021-12-03 Ziyuan Zhong , Yun Tang , Yuan Zhou , Vania de Oliveira Neves , Yang Liu , Baishakhi Ray