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Testing is essential for verifying and validating control designs, especially in safety-critical applications. In particular, the control system governing an automated driving vehicle must be proven reliable enough for its acceptance on the…

系统与控制 · 电气工程与系统科学 2023-09-11 Mengjia Zhu , Alberto Bemporad , Maximilian Kneissl , Hasan Esen

Testing of autonomous systems is extremely important as many of them are both safety-critical and security-critical. The architecture and mechanism of such systems are fundamentally different from traditional control software, which appears…

软件工程 · 计算机科学 2021-03-15 Qunying Song , Emelie Engström , Per Runeson

Testing autonomous driving systems for safety and reliability is extremely complex. A primary challenge is identifying the relevant test scenarios, especially the critical ones that may expose hazards or risks of harm to autonomous vehicles…

软件工程 · 计算机科学 2023-05-24 Qunying Song , Emelie Engström , Per Runeson

The safety of automated driving systems must be justified by convincing arguments and supported by compelling evidence to persuade certification agencies, regulatory entities, and the general public to allow the systems on public roads.…

软件工程 · 计算机科学 2024-10-28 Jonas Krook , Yuvaraj Selvaraj , Wolfgang Ahrendt , Martin Fabian

Autonomous vehicles (AVs) require extensive testing in simulation, but test case generation for driving scenarios is laborious. The desired scenarios are often out-of-distribution and have precise requirements on interactions with the AV…

机器人学 · 计算机科学 2026-05-11 Frieda Rong , Chris Zhang , Kelvin Wong , Raquel Urtasun

Due to the increasing complexity of distributed systems, security testing is becoming increasingly critical in insuring reliability of such systems in relation to their security requirements. . To challenge this issue, we rely in this…

密码学与安全 · 计算机科学 2014-10-22 Mohamed H. E. Aouadi , Khalifa Toumi , Ana Cavalli

Model checking is an established technique to formally verify automation systems which are required to be trusted. However, for sufficiently complex systems model checking becomes computationally infeasible. On the other hand, testing,…

软件工程 · 计算机科学 2019-07-30 Igor Buzhinsky , Valeriy Vyatkin

Critical software systems face stringent requirements in safety, security, and reliability due to the circumstances surrounding their operation. Safety and security have progressively gained importance over the years due to the integration…

软件工程 · 计算机科学 2015-12-16 Julio Escribano-Barreno , Marisol García-Valls

Autonomous Robotics Systems are inherently safety-critical and have complex safety issues to consider (for example, a safety failure can lead to a safety failure). Before they are deployed, these systems of have to show evidence that they…

计算机与社会 · 计算机科学 2020-07-17 Matt Luckcuck , Marie Farrell

The large-scale deployment of automated vehicles on public roads has the potential to vastly change the transportation modalities of today's society. Although this pursuit has been initiated decades ago, there still exist open challenges in…

While vehicles have primarily been controlled through mechanical means in years past, an increasing number of embedded control systems are being installed and used, keeping pace with advances in electronic control technology and…

We analyze safety problems of complex systems using the methods of mathematical statistics for testing the output variables of a code simulating the operation of the system under consideration when the input variables are uncertain. We have…

数据分析、统计与概率 · 物理学 2007-05-23 L. Pal , M. Makai

The kind of closed-loop verification likely to be required for autonomous vehicle (AV) safety testing is beyond the reach of traditional test methodologies and discrete verification. Validation puts the autonomous vehicle system to the test…

机器学习 · 计算机科学 2020-05-29 Hyun Jae Cho , Madhur Behl

The security of cyber-physical systems is first and foremost a safety problem, yet it is typically handled as a traditional security problem, which means that solutions are based on defending against threats and are often implemented too…

密码学与安全 · 计算机科学 2017-11-03 Bryan Carter , Georgios Bakirtzis , Carl Elks , Cody Fleming

Traditionally, promoted by the internet companies, continuous delivery is more and more appealing to industries which develop systems with safety-critical functions. Since safety-critical systems must meet regulatory requirements and…

软件工程 · 计算机科学 2021-06-15 Marc Zeller

We present a new approach to automated scenario-based testing of the safety of autonomous vehicles, especially those using advanced artificial intelligence-based components, spanning both simulation-based evaluation as well as testing in…

系统与控制 · 电气工程与系统科学 2020-07-14 Daniel J. Fremont , Edward Kim , Yash Vardhan Pant , Sanjit A. Seshia , Atul Acharya , Xantha Bruso , Paul Wells , Steve Lemke , Qiang Lu , Shalin Mehta

Embedded systems are ubiquitous and play critical roles in management systems for industry and transport. Software failures in these domains may lead to loss of production or even loss of life, so the software in these systems needs to be…

软件工程 · 计算机科学 2021-11-17 Per Erik Strandberg

Simulation is essential to validate autonomous driving systems. However, a simple simulation, even for an extremely high number of simulated miles or hours, is not sufficient. We need well-founded criteria showing that simulation does…

软件工程 · 计算机科学 2023-01-24 Changwen Li , Joseph Sifakis , Qiang Wang , Rongjie Yan , Jian Zhang

Testing is a relevant activity for the development life-cycle of Safety Critical Embedded systems. In particular, much effort is spent for analysis and classification of test logs from SCADA subsystems, especially when failures occur. The…

软件工程 · 计算机科学 2014-05-14 Alessio Venticinque , Nicola Mazzocca , Salvatore Venticinque , Massimo Ficco

Autonomous driving has made significant progress in both academia and industry, including performance improvements in perception task and the development of end-to-end autonomous driving systems. However, the safety and robustness…

机器人学 · 计算机科学 2025-04-08 Jingzheng Li , Xianglong Liu , Shikui Wei , Zhijun Chen , Bing Li , Qing Guo , Xianqi Yang , Yanjun Pu , Jiakai Wang
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