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

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The technology in the area of automated vehicles is gaining speed and promises many advantages. However, with the recent introduction of conditionally automated driving, we have also seen accidents. Test protocols for both, conditionally…

软件工程 · 计算机科学 2017-08-24 Alessia Knauss , Jan Schröder , Christian Berger , Henrik Eriksson

The safety and reliability of Automated Driving Systems (ADSs) must be validated prior to large-scale deployment. Among existing validation approaches, scenario-based testing has been regarded as a promising method to improve testing…

软件工程 · 计算机科学 2026-01-05 Yongqi Zhao , Ji Zhou , Dong Bi , Tomislav Mihalj , Jia Hu , Arno Eichberger

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

Despite extensive research, the testing of autonomous driving systems (ADS) landscape remains fragmented, and there is currently no basis for an informed technical assessment of the importance and contribution of the current state of the…

软件工程 · 计算机科学 2025-07-29 Changwen Li , Joseph Sifakis , Rongjie Yan , Jian Zhang

Automated vehicles promise to enhance transportation safety and efficiency. However, ensuring their reliability in real-world conditions remains challenging, particularly due to rare and unexpected situations known as edge cases. While…

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

Autonomous Driving Systems (ADS) are critical dynamic reconfigurable agent systems whose specification and validation raises extremely challenging problems. The paper presents a multilevel semantic framework for the specification of ADS and…

多智能体系统 · 计算机科学 2021-09-15 Marius Bozga , Joseph Sifakis

Currently, most existing approaches for the design of Automated Driving System (ADS) scenarios focus on the description at one particular abstraction level typically the most detailed one. This practice often removes information at higher…

软件工程 · 计算机科学 2021-09-14 Stefan Klikovits , Paolo Arcaini

Virtual testing of automated driving systems (ADS) has become an essential part of testing procedures for all automation levels. As ADS from automation level 3 and up are very complex, virtual testing for such systems is inevitable. The…

软件工程 · 计算机科学 2021-03-26 Demin Nalic , Aleksa Pandurevic , Arno Eichberger , Branko Rogic

Scenario-based testing with driving simulators is extensively used to identify failing conditions of automated driving assistance systems (ADAS). However, existing studies have shown that repeated test execution in the same as well as in…

软件工程 · 计算机科学 2025-11-11 Lev Sorokin , Matteo Biagiola , Andrea Stocco

AI/ML-based intrusion detection systems (IDSs) and misbehavior detection systems (MDSs) have shown great potential in identifying anomalies in the network traffic of networked autonomous systems. Despite the vast research efforts, practical…

网络与互联网体系结构 · 计算机科学 2023-05-10 Opeyemi Ajibuwa , Bechir Hamdaoui , Attila A. Yavuz

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 Driving Systems (ADSs) have the potential to make mobility services available and safe for all. A multi-pillar Safety Assessment Framework (SAF) has been proposed for the type-approval process of ADSs. The SAF requires that the…

机器人学 · 计算机科学 2025-07-31 Erwin de Gelder , Maren Buermann , Olaf Op den Camp

Testing autonomous driving systems (ADS) is critical to ensuring their reliability and safety. Existing ADS testing works focuses on designing scenarios to evaluate system-level behaviors, while fine-grained testing of ADS source code has…

软件工程 · 计算机科学 2025-01-20 Wenhan Wang , Xuan Xie , Yuheng Huang , Renzhi Wang , An Ran Chen , Lei Ma

Advanced driver assistance systems (ADAS) are designed to improve vehicle safety. However, it is difficult to achieve such benefits without understanding the causes and limitations of the current ADAS and their possible solutions. This…

计算与语言 · 计算机科学 2022-08-02 Jackie Ayoub , Zifei Wang , Meitang Li , Huizhong Guo , Rini Sherony , Shan Bao , Feng Zhou

To build a smarter and safer city, a secure, efficient, and sustainable transportation system is a key requirement. The autonomous driving system (ADS) plays an important role in the development of smart transportation and is considered one…

计算机视觉与模式识别 · 计算机科学 2024-09-25 Abu Shad Ahammed , Md Shahi Amran Hossain , Roman Obermaisser

Simulation-based testing plays a critical role in evaluating the safety and reliability of autonomous driving systems (ADSs). However, one of the key challenges in ADS testing is the complexity of preparing and configuring simulation…

软件工程 · 计算机科学 2024-12-18 Mingfei Cheng , Yuan Zhou , Xiaofei Xie

Interest in autonomous driving (AD) and intelligent vehicles (IVs) is growing at a rapid pace due to the convenience, safety, and economic benefits. Although a number of surveys have reviewed research achievements in this field, they are…

The continual assurance of safety and performance of automated driving systems (ADSs) poses significant challenges. ADSs operate in complex, dynamic, open-world environments allowing a wide range of scenarios, including ones that are rare…

机器人学 · 计算机科学 2026-05-14 Bastian Lampe , Lutz Eckstein

The selection of relevant test scenarios for the scenario-based testing and safety validation of automated driving systems (ADSs) remains challenging. An important aspect of the relevance of a scenario is the challenge it poses for an ADS.…

软件工程 · 计算机科学 2024-04-17 Lennart Vater , Sven Tarlowski , Michael Schuldes , Lutz Eckstein