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相关论文: Assessing Safety-Critical Systems from Operational…

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A system safety case is a compelling, comprehensible, and valid argument about the satisfaction of the safety goals of a given system operating in a given environment supported by convincing evidence. Since the publication of UL 4600 in…

软件工程 · 计算机科学 2024-04-09 Michael Wagner , Carmen Carlan

Provable safety is one of the most critical challenges in automated driving. The behavior of numerous traffic participants in a scene cannot be predicted reliably due to complex interdependencies and the indiscriminate behavior of humans.…

机器人学 · 计算机科学 2019-05-07 Piotr Franciszek Orzechowski , Annika Meyer , Martin Lauer

Autonomous vehicles are continually increasing their presence on public roads. However, before any new autonomous driving software can be approved, it must first undergo a rigorous assessment of driving quality. These quality evaluations…

统计方法学 · 统计学 2023-05-18 Maria A. Terres , Aiyou Chen , Ruixuan Rachel Zhou , Claire M. McLeod

The development of Autonomous Vehicle (AV) has created a novel job, the safety driver, recruited from experienced drivers to supervise and operate AV in numerous driving missions. Safety drivers usually work with non-perfect AV in high-risk…

人机交互 · 计算机科学 2023-03-10 Mengdi Chu , Keyu Zong , Xin Shu , Jiangtao Gong , Zicong Lu , Kaimin Guo , Xinyi Dai , Guyue Zhou

The traditional build-and-expand approach is not a viable solution to keep roadway traffic rolling safely, so technological solutions, such as Autonomous Vehicles (AVs), are favored. AVs have considerable potential to increase the carrying…

计算机与社会 · 计算机科学 2023-07-06 Sakib Mahmud Khan , M Sabbir Salek , Vareva Harris , Gurcan Comert , Eric Morris , Mashrur Chowdhury

Safety performance evaluation is critical for developing and deploying connected and automated vehicles (CAVs). One prevailing way is to design testing scenarios using prior knowledge of CAVs, test CAVs in these scenarios, and then evaluate…

系统与控制 · 电气工程与系统科学 2024-02-08 Jingxuan Yang , Haowei Sun , Honglin He , Yi Zhang , Shuo Feng , Henry X. Liu

Modern AI technologies enable autonomous vehicles to perceive complex scenes, predict human behavior, and make real-time driving decisions. However, these data-driven components often operate as black boxes, lacking interpretability and…

机器人学 · 计算机科学 2026-01-16 Oumaima Barhoumi , Mohamed H Zaki , Sofiène Tahar

There have been numerous advances in reinforcement learning, but the typically unconstrained exploration of the learning process prevents the adoption of these methods in many safety critical applications. Recent work in safe reinforcement…

机器学习 · 计算机科学 2019-10-02 David Isele , Alireza Nakhaei , Kikuo Fujimura

Autonomous systems are becoming increasingly prevalent in new vehicles. Due to their environmental friendliness and their remarkable capability to significantly enhance road safety, these vehicles have gained widespread recognition and…

机器人学 · 计算机科学 2025-07-04 Reem Alhabib , Poonam Yadav

To date, hundreds of crashes have occurred in open road testing of automated vehicles (AVs), highlighting the need for improving AV reliability and safety. Pre-crash scenario typology classifies crashes based on vehicle dynamics and…

机器人学 · 计算机科学 2025-03-03 Yixuan Li , Xuesong Wang , Tianyi Wang , Qian Liu

Autonomous vehicles rely on machine learning to solve challenging tasks in perception and motion planning. However, automotive software safety standards have not fully evolved to address the challenges of machine learning safety such as…

机器学习 · 计算机科学 2019-12-23 Sina Mohseni , Mandar Pitale , Vasu Singh , Zhangyang Wang

Ensuring the safety of autonomous vehicles (AVs) is paramount before they can be introduced to the market. More specifically, securing the Safety of the Intended Functionality (SOTIF) poses a notable challenge; while ISO 21448 outlines…

系统与控制 · 电气工程与系统科学 2025-01-20 Ruilin Yu , Cheng Wang , Yuxin Zhang , Fuming Zhao

For a successful market launch of automated vehicles (AVs), proof of their safety is essential. Due to the open parameter space, an infinite number of traffic situations can occur, which makes the proof of safety an unsolved problem. With…

机器人学 · 计算机科学 2020-08-27 Thomas Ponn , Matthias Breitfuß , Xiao Yu , Frank Diermeyer

The development of Autonomous Vehicles (AVs) has made significant progress in the last years. An important aspect in the development of AVs is the assessment of their safety. New approaches need to be worked out. Among these, real-world…

机器人学 · 计算机科学 2020-12-03 Erwin de Gelder , Olaf Op den Camp

Real-time safety metrics are important for the automated driving system (ADS) to assess the risk of driving situations and to assist the decision-making. Although a number of real-time safety metrics have been proposed in the literature,…

机器人学 · 计算机科学 2024-01-04 Xintao Yan , Shuo Feng , David J. LeBlanc , Carol Flannagan , Henry X. Liu

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

Automated vehicles (AVs) are expected to increase traffic safety and traffic efficiency, among others by enabling flexible mobility-on-demand systems. This is particularly important in Singapore, being one of the world's most densely…

机器人学 · 计算机科学 2021-12-20 J. Ploeg , E. de Gelder , M. Slavík , E. Querner , T. Webster , N. de Boer

As autonomous vehicle (AV) technology advances towards maturity, it becomes imperative to examine the security vulnerabilities within these cyber-physical systems. While conventional cyber-security concerns are often at the forefront of…

系统与控制 · 电气工程与系统科学 2025-01-09 Martin Higgins , Devki Jha , David Blundell , David Wallom

The increasing interest in Autonomous Vehicles (AV) is notable due to business, safety, and performance reasons. While there is salient success in recent AV architectures, hinging on the advancements in AI models, there is a growing number…

人工智能 · 计算机科学 2024-02-23 Ali Shoker , Rehana Yasmin , Paulo Esteves-Verissimo

Existing definitions and associated conceptual frameworks for computer-based system safety should be revisited in light of real-world experiences from deploying autonomous vehicles. Current terminology used by industry safety standards…

机器人学 · 计算机科学 2024-08-14 Philip Koopman , William Widen