Systematization and Identification of Triggering Conditions: A Preliminary Step for Efficient Testing of Autonomous Vehicles

Zhijing Zhu, Robin Philipp, Constanze Hungar, Falk Howar
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引用次数: 2

Abstract

To achieve safety of high level automated driving, not only functional failures like E/E system malfunctions and software crashes should be excluded, but also functional insufficiencies and performance limitations such as sensor resolution should be thoroughly investigated and considered. The former problem is known as functional safety (FuSa), which is coped with by ISO 26262. The latter focuses on safe vehicle behavior and is summarized as safety of the intended functionality (SOTIF) within the under development standard ISO 21448. For realizing this safety level, it is crucial to understand the system and the triggering conditions that activate its existing functional insufficiencies. However, the concept of triggering condition is new and still lacks relevant research. In this paper, we interpret triggering condition and other SOTIF-relevant terms in the scope of ISO 21448. We summarize the formal formulations of triggering conditions based on several key principles and provide possible categories for facilitating the systematization. We contribute a novel method for the identification of triggering conditions and offer a comparison with two other proposed methods regarding diverse aspects. Furthermore, we show that our method requires less insight into the system and fewer brainstorm efforts and provides well-structured and distinctly formulated triggering conditions.
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触发条件的系统化和识别:自动驾驶汽车高效测试的初步步骤
为了实现高水平自动驾驶的安全性,不仅要排除E/E系统故障、软件崩溃等功能故障,还要深入研究和考虑传感器分辨率等功能不足和性能限制。前一个问题被称为功能安全(FuSa),由ISO 26262解决。后者侧重于安全车辆行为,并在正在开发的标准ISO 21448中总结为预期功能安全(SOTIF)。为了实现这一安全水平,了解系统和激活其现有功能缺陷的触发条件至关重要。然而,触发条件是一个新的概念,目前还缺乏相关的研究。在本文中,我们在ISO 21448范围内解释触发条件和其他sotif相关术语。我们根据几个关键原则总结了触发条件的形式化表述,并为便于系统化提供了可能的分类。我们提出了一种识别触发条件的新方法,并在不同方面与其他两种提出的方法进行了比较。此外,我们表明我们的方法需要更少的对系统的洞察力和更少的头脑风暴努力,并提供结构良好和明确表述的触发条件。
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