Leveraging Triggering Conditions for Efficient Scenario-Based Testing of Automated Vehicles

被引:0
|
作者
Zhu, Zhijing [1 ]
Philipp, Robin [1 ]
Howar, Falk [2 ,3 ]
机构
[1] Volkswagen AG, Wolfburg, Germany
[2] TU Dortmund Univ, Dortmund, Germany
[3] Fraunhofer ISST, Dortmund, Germany
关键词
Automated driving; Triggering condition; V&V; Scenario-based testing; ISO; 21448;
D O I
10.4271/12-08-04-0035
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Scenario-based testing has become a central approach of safety verification and validation (V&V) of automated driving. The standard ISO 21448: Safety of the intended functionality (SOTIF) [1] proposes triggering conditions (e.g., an occluded traffic sign) as a new aspect to be considered to organize scenario-based testing. In this contribution, we discuss the requirements and the strategy of testing triggering conditions in an iterative, SOTIF-oriented V&V process. Accordingly, we illustrate a method for generating test scenarios for evaluating potential triggering conditions. We apply the proposed method in a two-fold case study: We demonstrate how to derive test scenarios and test these with a virtual automated driving system in simulation. We provide an analysis of the testing result to show how triggering condition-based testing facilitates spotting the weakness of the system. Besides, we exhibit the applicability of the method based on multiple triggering conditions and nominal scenarios from an industrial context.
引用
收藏
页数:13
相关论文
共 50 条
  • [31] Automated Scenario Generation for Regression Testing of Autonomous Vehicles
    Rocklage, Elias
    Kraft, Heiko
    Karatas, Abdullah
    Seewig, Joerg
    2017 IEEE 20TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2017,
  • [32] A critical scenario filter to accelerate testing for automated vehicles
    Xu, Tian
    Yan, Xuerun
    Zhang, Zhen
    Hu, Jia
    Lai, Jintao
    2023 IEEE 26TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS, ITSC, 2023, : 3058 - 3060
  • [33] Efficient composition of scenario-based hardware specifications
    de Gennaro, Alessandro
    Stankaitis, Paulius
    Mokhov, Andrey
    IET COMPUTERS AND DIGITAL TECHNIQUES, 2019, 13 (02): : 57 - 69
  • [34] Scenario-Based Test Automation for Highly Automated Vehicles: A Review and Paving the Way for Systematic Safety Assurance
    Sun, Jian
    Zhang, He
    Zhou, Huajun
    Yu, Rongjie
    Tian, Ye
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (09) : 14088 - 14103
  • [35] Perception Sensor Model Fidelity Evaluation for Automated Driving System Scenario-Based Simulation Testing
    Zhu, Bing
    Fan, Tianxin
    Zhao, Wenbo
    Li, Changrong
    Zhang, Peixing
    INTERNATIONAL JOURNAL OF AUTOMOTIVE TECHNOLOGY, 2025,
  • [36] Towards an Ontology That Reconciles the Operational Design Domain, Scenario-based Testing, and Automated Vehicle Architectures
    Erz, Jannis
    Schutt, Barbara
    Braun, Thilo
    Guissouma, Houssem
    Sax, Eric
    SYSCON 2022: THE 16TH ANNUAL IEEE INTERNATIONAL SYSTEMS CONFERENCE (SYSCON), 2022,
  • [37] Query Reformulation by Leveraging Crowd Wisdom for Scenario-based Software Search
    Li, Zhixing
    Wang, Tao
    Zhang, Yang
    Zhan, Yun
    Yin, Gang
    8TH ASIA-PACIFIC SYMPOSIUM ON INTERNETWARE (INTERNETWARE 2016), 2016, : 36 - 44
  • [38] Scenario-based Testing of a Ship Collision Avoidance System
    Porres, Ivan
    Azimi, Sepinoud
    Lilius, Johan
    2020 46TH EUROMICRO CONFERENCE ON SOFTWARE ENGINEERING AND ADVANCED APPLICATIONS (SEAA 2020), 2020, : 545 - 552
  • [39] Applying a Pairwise Coverage Criterion to Scenario-Based Testing
    Univ. Grenoble Alpes, LIG, CNRS, Grenoble
    F-38000, France
    Proc. - IEEE Int. Conf. Softw. Test., Verif. Valid. Workshops, ICSTW, 1600, (83-91):
  • [40] A Situation-aware Scenario-based Testing Strategy
    Tebes, Guido
    Peppino, Denis
    Becker, Pablo
    Olsina, Luis
    2021 40TH INTERNATIONAL CONFERENCE OF THE CHILEAN COMPUTER SCIENCE SOCIETY (SCCC), 2021,