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A Formally Verified Fail-Operational Safety Concept for Automated Driving

Journal Article
12-05-01-0002
ISSN: 2574-0741, e-ISSN: 2574-075X
Published January 17, 2022 by SAE International in United States
A Formally Verified Fail-Operational Safety Concept for Automated
                    Driving
Sector:
Citation: Fu, Y., Terechko, A., Groote, J., and Saberi, A., "A Formally Verified Fail-Operational Safety Concept for Automated Driving," SAE Intl. J CAV 5(1):7-21, 2022, https://doi.org/10.4271/12-05-01-0002.
Language: English

Abstract:

Modern Automated Driving (AD) systems rely on safety measures to handle faults and to bring the vehicle to a safe state. To eradicate lethal road accidents, car manufacturers are constantly introducing new perception as well as control systems. Contemporary automotive design and safety engineering best practices are suitable for analyzing system components in isolation, whereas today’s highly complex and interdependent AD systems require a novel approach to ensure resilience to multiple-point failures. We present a holistic and cost-effective safety concept unifying advanced safety measures for handling multiple-point faults. Our proposed approach enables designers to focus on more pressing issues such as handling fault-free hazardous behavior associated with system performance limitations. To verify our approach, we developed an executable model of the safety concept in the formal specification language mCRL2. The model behavior is governed by a four-mode degradation policy-controlling distributed processors, redundant communication networks, and virtual machines (VMs). To keep the vehicle as safe and cost effective as possible, our degradation policy can reduce driving comfort or AD system’s availability using additional low-cost driving channels. We formalized five safety requirements in the modal μ-calculus and proved them against our mCRL2 model, which is intractable to accomplish exhaustively using traditional road tests or simulation techniques. In conclusion, our formally proven safety concept defines a holistic and cost-effective design pattern for AD systems.