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相关论文: Accelerated Evaluation of Automated Vehicles in Ca…

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The rapid progress of autonomous vehicles~(AVs) has brought the prospect of a driverless future closer than ever. Recent fatalities, however, have emphasized the importance of safety validation through large-scale testing. Multiple…

软件工程 · 计算机科学 2024-04-16 Huijia Sun , Christopher M. Poskitt , Yang Sun , Jun Sun , Yuqi Chen

Testing and evaluation is a critical step in the development and deployment of connected and automated vehicles (CAVs). Due to the black-box property and various types of CAVs, how to test and evaluate CAVs adaptively remains a major…

系统与控制 · 电气工程与系统科学 2022-07-20 Jingxuan Yang , Honglin He , Yi Zhang , Shuo Feng , Henry X. Liu

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

With the growing technological advances in autonomous driving, the transport industry and research community seek to determine the impact that autonomous vehicles (AV) will have on consumers, as well as identify the different factors that…

人机交互 · 计算机科学 2022-01-11 Walter Morales Alvarez , Nikita Smirnov , Elmar Matthes , Cristina Olaverri-Monreal

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

The widescale deployment of Autonomous Vehicles (AV) seems to be imminent despite many safety challenges that are yet to be resolved. It is well known that there are no universally agreed Verification and Validation (VV) methodologies to…

机器人学 · 计算机科学 2020-03-05 Dhanoop Karunakaran , Stewart Worrall , Eduardo Nebot

The scenario-based testing of operational vehicle safety presents a set of principal other vehicle (POV) trajectories that seek to force the subject vehicle (SV) into a certain safety-critical situation. Current scenarios are mostly (i)…

机器人学 · 计算机科学 2021-05-24 Linda Capito , Bowen Weng , Umit Ozguner , Keith Redmill

Automated Vehicles (AVs) hold promise for revolutionizing transportation by improving road safety, traffic efficiency, and overall mobility. Despite the steady advancement in high-level AVs in recent years, the transition to full automation…

机器人学 · 计算机科学 2025-09-15 Yongqi Dong , Bart van Arem , Haneen Farah

Autonomous Vehicle (AV) technology is advancing rapidly, promising a significant shift in road transportation safety and potentially resolving various complex transportation issues. With the increasing deployment of AVs by various…

多智能体系统 · 计算机科学 2023-12-11 Ahmed Abdelrahman

The widescale deployment of Autonomous Vehicles (AV) appears to be imminent despite many safety challenges that are yet to be resolved. It is well-known that there are no universally agreed Verification and Validation (VV) methodologies…

机器人学 · 计算机科学 2020-11-17 Dhanoop Karunakaran , Stewart Worrall , Eduardo Nebot

Scenario-based testing has emerged as a common method for autonomous vehicles (AVs) safety assessment, offering a more efficient alternative to mile-based testing by focusing on high-risk scenarios. However, fundamental questions persist…

软件工程 · 计算机科学 2025-07-17 Xingyu Zhao , Robab Aghazadeh-Chakherlou , Chih-Hong Cheng , Peter Popov , Lorenzo Strigini

Developing safety and efficiency applications for Connected and Automated Vehicles (CAVs) require a great deal of testing and evaluation. The need for the operation of these systems in critical and dangerous situations makes the burden of…

多智能体系统 · 计算机科学 2023-04-27 Ahura Jami , Mahdi Razzaghpour , Hussein Alnuweiri , Yaser P. Fallah

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

It is important to build a rigorous verification and validation (V&V) process to evaluate the safety of highly automated vehicles (HAVs) before their wide deployment on public roads. In this paper, we propose an interaction-aware framework…

机器人学 · 计算机科学 2021-02-24 Xinpeng Wang , Songan Zhang , Kuan-Hui Lee , Huei Peng

Existing evaluation paradigms for Autonomous Vehicles (AVs) face critical limitations. Real-world evaluation is often challenging due to safety concerns and a lack of reproducibility, whereas closed-loop simulation can face insufficient…

Testing and evaluation are expensive but critical steps in the development of connected and automated vehicles (CAVs). In this paper, we develop an adaptive sampling framework to efficiently evaluate the accident rate of CAVs, particularly…

机器人学 · 计算机科学 2023-06-02 Xianliang Gong , Shuo Feng , Yulin Pan

Accurately simulating rare but safety-critical driving behaviors is essential for the evaluation and certification of autonomous vehicles (AVs). However, current models often fail to reproduce realistic collision rates when calibrated on…

系统与控制 · 电气工程与系统科学 2025-11-04 Wang Chen , Heye Huang , Ke Ma , Hangyu Li , Shixiao Liang , Hang Zhou , Xiaopeng Li

With the rapid development of Connected and Automated Vehicle (CAV) technology, limited self-driving vehicles have been commercially available in certain leading intelligent transportation system countries. When formulating the…

系统与控制 · 电气工程与系统科学 2023-05-30 Dianchao Lin , Li Li

As autonomous vehicles edge closer to widespread adoption, enhancing road safety through collision avoidance and minimization of collateral damage becomes imperative. Vehicle-to-everything (V2X) technologies, which include…

This paper discusses the use of Kriging model in Automated Vehicle evaluation. We explore how a Kriging model can help reduce the number of experiments or simulations in the Accelerated Evaluation procedure. We also propose an adaptive…

系统与控制 · 计算机科学 2017-07-18 Zhiyuan Huang , Henry Lam , Ding Zhao