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相关论文: A Survey on Automated Driving System Testing: Land…

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High level Automated Driving Systems (ADS) can handle many situations, but they still encounter situations where human intervention is required. In systems where a physical driver is present in the vehicle, typically SAE Level 3 systems,…

系统与控制 · 电气工程与系统科学 2025-07-22 Ole Hans , Benedikt Walter

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

With their potential to significantly reduce traffic accidents, enhance road safety, optimize traffic flow, and decrease congestion, autonomous driving systems are a major focus of research and development in recent years. Beyond these…

机器人学 · 计算机科学 2024-11-18 Xu Wang , Mohammad Ali Maleki , Muhammad Waqar Azhar , Pedro Trancoso

Autonomous driving systems (ADSs) are capable of sensing the environment and making driving decisions autonomously. These systems are safety-critical, and testing them is one of the important approaches to ensure their safety. However, due…

软件工程 · 计算机科学 2023-10-10 Chengjie Lu , Tao Yue , Man Zhang , Shaukat Ali

Automated Driving System (ADS) has attracted increasing attention from both industrial and academic communities due to its potential for increasing the safety, mobility and efficiency of existing transportation systems. The state-of-the-art…

信号处理 · 电气工程与系统科学 2020-10-21 Jianchao Lu , Xi Zheng , Tianyi Zhang , Michael Sheng , Chen Wang , Jiong Jin , Shui Yu , Wanlei Zhou

Nowadays, there are outstanding strides towards a future with autonomous vehicles on our roads. While the perception of autonomous vehicles performs well under closed-set conditions, they still struggle to handle the unexpected. This survey…

机器人学 · 计算机科学 2025-11-25 Daniel Bogdoll , Maximilian Nitsche , J. Marius Zöllner

Autonomous Driving Systems (ADSs) are safety-critical, as real-world safety violations can result in significant losses. Rigorous testing is essential before deployment, with simulation testing playing a key role. However, ADSs are…

软件工程 · 计算机科学 2025-01-27 Linfeng Liang , Xi Zheng

Intelligent transportation systems (ITSs) and other smart-city technologies are increasingly advancing in capability and complexity. While simulation environments continue to improve, their fidelity and ease of use can quickly degrade as…

物理与社会 · 物理学 2019-07-31 Adam Morrissett , Roja Eini , Mostafa Zaman , Nasibeh Zohrabi , Sherif Abdelwahed

When considering the accuracy of sensors in an automated vehicle (AV), it is not sufficient to evaluate the performance of any given sensor in isolation. Rather, the performance of any individual sensor must be considered in the context of…

机器人学 · 计算机科学 2020-09-09 Jack Weast

Autonomous driving has rapidly developed and shown promising performance due to recent advances in hardware and deep learning techniques. High-quality datasets are fundamental for developing reliable autonomous driving algorithms. Previous…

计算机视觉与模式识别 · 计算机科学 2024-04-24 Mingyu Liu , Ekim Yurtsever , Jonathan Fossaert , Xingcheng Zhou , Walter Zimmer , Yuning Cui , Bare Luka Zagar , Alois C. Knoll

Autonomous driving vehicles provide a vast potential for realizing use cases in the on-road and off-road domains. Consequently, remarkable solutions exist to autonomous systems' environmental perception and control. Nevertheless, proof of…

机器人学 · 计算机科学 2024-03-29 Patrick Wolf

Virtual development and prototyping has already become an integral part in the field of automated driving systems (ADS). There are plenty of software tools that are used for the virtual development of ADS. One such tool is CarMaker from IPG…

机器人学 · 计算机科学 2021-04-16 Philip Pannagger , Demin Nalic , Faris Orucevic , Arno Eichberger , Branko Rogic

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

Autonomous vehicles (AVs) are poised to revolutionize modern transportation, offering enhanced safety, efficiency, and convenience. However, the increasing complexity and connectivity of AV systems introduce significant cybersecurity…

系统与控制 · 电气工程与系统科学 2024-12-23 Amal Yousseef , Shalaka Satam , Banafsheh Saber Latibari , Jesus Pacheco , Soheil Salehi , Salim Hariri , Partik Satam

Unmanned aerial systems (UAS) rely on various avionics systems that are safety-critical and mission-critical. A major requirement of international safety standards is to perform rigorous system-level testing of avionics software systems.…

软件工程 · 计算机科学 2024-08-05 Hassan Sartaj , Asmar Muqeet , Muhammad Zohaib Iqbal , Muhammad Uzair Khan

This study underscores the vital importance of intelligent driving functions in enhancing road safety and driving comfort. Central to our research is the challenge of obtaining sufficient test data for evaluating these functions, especially…

机器人学 · 计算机科学 2024-02-06 Nico Schick , Franjo Čičak

Navigating automated driving systems (ADSs) through complex driving environments is difficult. Predicting the driving behavior of surrounding human-driven vehicles (HDVs) is a critical component of an ADS. This paper proposes an enhanced…

机器人学 · 计算机科学 2023-08-04 Ni Dong , Shuming Chen , Yina Wu , Yiheng Feng , Xiaobo Liu

This paper frames recent publications from Waymo within the broader context of the safety readiness determination for an Automated Driving System (ADS). Starting from a brief overview of safety performance outcomes reported by Waymo (i.e.,…

软件工程 · 计算机科学 2023-06-28 Francesca M. Favaro , Trent Victor , Henning Hohnhold , Scott Schnelle

This paper presents an automated driving system (ADS) data acquisition and processing platform for vehicle trajectory extraction, reconstruction, and evaluation based on connected automated vehicle (CAV) cooperative perception. This…

机器人学 · 计算机科学 2022-11-28 Xin Xia , Zonglin Meng , Xu Han , Hanzhao Li , Takahiro Tsukiji , Runsheng Xu , Zhaoliang Zhang , Jiaqi Ma

The Driving World Model (DWM), which focuses on predicting scene evolution during the driving process, has emerged as a promising paradigm in the pursuit of autonomous driving (AD). DWMs enable AD systems to better perceive, understand, and…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Sifan Tu , Xin Zhou , Dingkang Liang , Xingyu Jiang , Yumeng Zhang , Xiaofan Li , Xiang Bai