Comparing two systematic approaches for testing automated driving functions

Hermann Felbinger, Florian Klück, Yihao Li, M. Nica, Jianbo Tao, F. Wotawa, Martin Zimmermann
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引用次数: 6

Abstract

Thoroughly validating and verifying automated or autonomous driving functions is inevitable for assuring to meet quality criteria for safety-critical systems. In this paper, we discuss two system testing techniques that have been already used for detecting critical situations for the automated emergency braking function based on vehicle simulations. In particular, we introduce combinatorial testing and search-based testing techniques and compare them. Whereas the first is for identifying interactions of parameters that lead to harmful situations considering predefined value domains, the latter is for finding parameter values that cause such critical situations. We discuss the underlying foundations behind the methods as well as their potential application areas. In addition, we summarize the results obtained when using these methods for testing automated emergency braking.
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比较两种测试自动驾驶功能的系统方法
为了确保满足安全关键系统的质量标准,彻底验证和验证自动驾驶或自动驾驶功能是不可避免的。在本文中,我们讨论了两种系统测试技术,这两种技术已经用于检测基于车辆模拟的自动紧急制动功能的关键情况。特别地,我们介绍了组合测试和基于搜索的测试技术,并对它们进行了比较。考虑到预定义的值域,前者用于识别导致有害情况的参数相互作用,后者用于查找导致此类危急情况的参数值。我们讨论了这些方法背后的基础以及它们潜在的应用领域。此外,我们还总结了使用这些方法测试自动紧急制动时所获得的结果。
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