Black-Box Testing for Security-Informed Safety of Automated Driving Systems

Marty Skoglund, Fredrik Warg, H. Hansson, S. Punnekkat
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引用次数: 5

Abstract

An evaluation of safety and security properties performed by an independent organisation can be an important step towards establishing trust in Automated Driving Systems (ADS), bridging the gap between the marketing portrayal and the actual performance of such systems in real operating conditions. However, due to the complexity of an ADS’s behaviour and dangers involved in performing real environment security attacks, we believe assessments that can be performed with a combination of simulation and validation at test facilities is the way forward.In this paper, we outline an approach to derive test suites applicable to generic ADS feature classes, where classes would have similar capabilities and comparable assessment results. The goal is to support black box testing of such feature classes as part of an independent evaluation. By the means of co-simulation of post-attack behaviour and critical scenarios, we derive a representative set of physical certification tests, to gain an understanding of the interplay between safety and security. During the initial tests an ADS is subjected to various attacks and its reactions recorded. These reactions such as reduced functionality, fall back etc., together with relevant scenarios for the class is further analysed to check for safety implications.
基于安全信息的自动驾驶系统黑盒测试
由独立机构对安全性和安保性能进行评估是建立对自动驾驶系统(ADS)信任的重要一步,可以弥合营销描述与此类系统在实际操作条件下的实际性能之间的差距。然而,由于ADS行为的复杂性和执行真实环境安全攻击所涉及的危险,我们认为可以在测试设施中通过模拟和验证相结合的方式进行评估是前进的方向。在本文中,我们概述了一种方法来派生适用于一般ADS特性类的测试套件,其中类将具有相似的功能和可比较的评估结果。目标是支持将这些特性类的黑盒测试作为独立评估的一部分。通过对攻击后行为和关键场景的联合模拟,我们得出了一组具有代表性的物理认证测试,以了解安全和安保之间的相互作用。在初始测试期间,ADS受到各种攻击并记录其反应。这些反应,如功能降低、倒退等,以及类的相关场景,将进一步分析以检查安全影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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