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相关论文: SAFR-AV: Safety Analysis of Autonomous Vehicles us…

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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

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

The automotive industry is experiencing a transition from assisted to highly automated driving. New concepts for validation of Automated Driving System (ADS) include amongst other a shift from a "technology based" approach to a "scenario…

软件工程 · 计算机科学 2023-02-02 Ilona Cieslik , Víctor J. Expósito Jiménez , Helmut Martin , Heiko Scharke , Hannes Schneider

Autonomous vehicles (AVs) have demonstrated significant potential in revolutionizing transportation, yet ensuring their safety and reliability remains a critical challenge, especially when exposed to dynamic and unpredictable environments.…

How many scenarios are sufficient to validate the safe Operational Design Domain (ODD) of an Automated Driving System (ADS) equipped vehicle? Is a more significant number of sampled scenarios guaranteeing a more accurate safety assessment…

机器人学 · 计算机科学 2021-11-16 Bowen Weng , Linda Capito , Umit Ozguner , Keith Redmill

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

This paper describes Waymo's Collision Avoidance Testing (CAT) methodology: a scenario-based testing method that evaluates the safety of the Waymo Driver Automated Driving Systems' (ADS) intended functionality in conflict situations…

机器人学 · 计算机科学 2022-12-19 Kristofer D. Kusano , Kurt Beatty , Scott Schnelle , Francesca Favaro , Cam Crary , Trent Victor

Autonomous driving systems (ADSs) promise improved transportation efficiency and safety, yet ensuring their reliability in complex real-world environments remains a critical challenge. Effective testing is essential to validate ADS…

计算机与社会 · 计算机科学 2025-12-16 Yihan Liao , Jingyu Zhang , Jacky Keung , Yan Xiao , Yurou Dai

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

Autonomous Driving (AD) systems demand the high levels of safety assurance. Despite significant advancements in AD demonstrated on open-source benchmarks like Longest6 and Bench2Drive, existing datasets still lack regulatory-compliant…

机器人学 · 计算机科学 2025-05-21 Jingzheng Li , Tiancheng Wang , Xingyu Peng , Jiacheng Chen , Zhijun Chen , Bing Li , Xianglong Liu

Scenario-based testing for automated driving systems (ADS) must be able to simulate traffic scenarios that rely on interactions with other vehicles. Although many languages for high-level scenario modelling have been proposed, they lack the…

Automated Driving Systems (ADS) have made great achievements in recent years thanks to the efforts from both academia and industry. A typical ADS is composed of multiple modules, including sensing, perception, planning, and control, which…

软件工程 · 计算机科学 2023-01-18 Shuncheng Tang , Zhenya Zhang , Yi Zhang , Jixiang Zhou , Yan Guo , Shuang Liu , Shengjian Guo , Yan-Fu Li , Lei Ma , Yinxing Xue , Yang Liu

Autonomous driving systems (ADS) are increasingly deployed in real traffic, yet testing remains fundamentally challenging due to open environments, complex scenarios, and the lack of established processes and metrics. Despite extensive…

软件工程 · 计算机科学 2026-05-04 Qunying Song , Ali Nouri , Håkan Sivencrona , Federica Sarro

Ensuring the safety and reliability of Automated Driving Systems (ADS) remains a critical challenge, as traditional verification methods such as large-scale on-road testing are prohibitively costly and time-consuming.To address…

软件工程 · 计算机科学 2025-12-18 Ji Zhou , Yongqi Zhao , Yixian Hu , Hexuan Li , Zhengguo Gu , Nan Xu , Arno Eichberger

We present a practical verification method for safety analysis of the autonomous driving system (ADS). The main idea is to build a surrogate model that quantitatively depicts the behaviour of an ADS in the specified traffic scenario. The…

人工智能 · 计算机科学 2022-11-24 Renjue Li , Tianhang Qin , Pengfei Yang , Cheng-Chao Huang , Youcheng Sun , Lijun Zhang

Autonomous driving systems (ADSs) have undergone remarkable development and are increasingly employed in safety-critical applications. However, recently reported data on fatal accidents involving ADSs suggests that the desired level of…

软件工程 · 计算机科学 2024-09-13 An Guo , Yuan Zhou , Haoxiang Tian , Chunrong Fang , Yunjian Sun , Weisong Sun , Xinyu Gao , Anh Tuan Luu , Yang Liu , Zhenyu Chen

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

With increasing complexity of Automated Driving Systems (ADS), ensuring their safety and reliability has become a critical challenge. The Verification and Validation (V&V) of these systems are particularly demanding when AI components are…

计算机科学中的逻辑 · 计算机科学 2023-11-17 Srajan Goyal , Alberto Griggio , Jacob Kimblad , Stefano Tonetta

Automated Driving Systems (ADS) hold great potential to increase safety, mobility, and equity. However, without public acceptance, none of these promises can be fulfilled. To engender public trust, many entities in the ADS community…

计算机与社会 · 计算机科学 2023-07-03 Scott Schnelle , Francesca M. Favaro

While there was great progress regarding the technology and its implementation for vehicles equipped with automated driving systems (ADS), the problem of how to proof their safety as a necessary precondition prior to market launch remains…

软件工程 · 计算机科学 2021-09-09 Nico Weber , Christoph Thiem , Ulrich Konigorski
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