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
  • [21] Scenario-based functional regression testing
    Tsai, WT
    Bai, XY
    Paul, R
    Yu, L
    25TH ANNUAL INTERNATIONAL COMPUTER SOFTWARE & APPLICATIONS CONFERENCE, 2001, : 496 - 501
  • [22] ISS-Scenario: Scenario-Based Testing in CARLA
    Li, Renjue
    Qin, Tianhang
    Widdershoven, Cas
    THEORETICAL ASPECTS OF SOFTWARE ENGINEERING, TASE 2024, 2024, 14777 : 279 - 286
  • [23] Scenario-based unit testing for reliability
    Kuball, S
    Hughes, G
    Gilchrist, I
    ANNUAL RELIABILITY AND MAINTAINABILITY SYMPOSIUM, 2002 PROCEEDINGS, 2002, : 222 - 227
  • [24] Scenario-based Testing for Onboard Subsystem
    Zhao, Weihui
    Li, Chenling
    Lv, Jidong
    Yuan, Lei
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTER, NETWORKS AND COMMUNICATION ENGINEERING (ICCNCE 2013), 2013, 30 : 80 - 83
  • [25] Systematization and Identification of Triggering Conditions: A Preliminary Step for Efficient Testing of Autonomous Vehicles
    Zhu, Zhijing
    Philipp, Robin
    Hungar, Constanze
    Howar, Falk
    2022 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2022, : 798 - 805
  • [26] Scenario-Based Infrastructure Requirements for Automated Driving
    Lu, Xiaolin
    Madadi, Bahman
    Farah, Haneen
    Snelder, Maaike
    Annema, Jan Anne
    Van Arem, Bart
    CICTP 2019: TRANSPORTATION IN CHINA-CONNECTING THE WORLD, 2019, : 5684 - 5695
  • [27] Testing Scenario Identification for Automated Vehicles Based on Deep Unsupervised Learning
    Liu, Shuai
    Ren, Fan
    Li, Ping
    Li, Zhijie
    Lv, Hao
    Liu, Yonggang
    WORLD ELECTRIC VEHICLE JOURNAL, 2023, 14 (08):
  • [28] Vectorized Scenario Description and Motion Prediction for Scenario-Based Testing
    Winkelmann, Max
    Vasconi, Constantin
    Mueller, Steffen
    2023 IEEE INTELLIGENT VEHICLES SYMPOSIUM, IV, 2023,
  • [29] Scenario-based testing for allied health professionals
    Herzog, V
    ATHLETIC THERAPY TODAY, 2003, 8 (02): : 50 - 51
  • [30] 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,