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Automated Decomposition and Allocation of Automotive Safety Integrity Levels Using Exact Solvers

机译:使用精确解法器自动分解和分配汽车安全完整性等级

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The number of software-intensive and complex electronic automotive systems is continuously increasing. Many of these systems are safety-critical and pose growing safety-related concerns. ISO 26262 is the automotive functional safety standard developed for the passenger car industry. It provides guidelines to reduce and control the risk associated with safety-critical systems that include electric and (programmable) electronic parts. The standard uses the concept of Automotive Safety Integrity Levels (ASILs) to decompose and allocate safety requirements of different stringencies to the elements of a system architecture in a top-down manner: ASILs are assigned to system-level hazards, and then they are iteratively decomposed and allocated to relevant subsystems and components. ASIL decomposition rules may give rise to multiple alternative allocations, leading to an optimization problem of finding the cost-optimal allocations. Recognizing the difficulties of the problem, researchers have proposed dedicated tools using heuristics, such as Tabu search and genetic algorithms. However, these algorithms may find near-optimal solutions, potentially missing the optimal solutions desired by stakeholders. In this paper, we aim at finding all optimal ASIL allocations using off-the-shelf solvers. We implement our approach using three major classes of state-of-the-art solvers: CSP (Constraint Satisfaction Problem), SMT (Satisfiability Modulo Theories), and ILP (Integer Linear Programming). We evaluate the feasibility and performance of our approach on three variants of a real-world Hybrid Braking System for electrical vehicle integration.
机译:软件密集型和复杂的电子汽车系统的数量正在不断增加。这些系统中有许多对安全至关重要,并且引起越来越多的与安全相关的问题。 ISO 26262是为乘用车行业开发的汽车功能安全标准。它提供了减少和控制与安全关键系统相关的风险的准则,这些系统包括电气和(可编程)电子部件。该标准使用汽车安全完整性等级(ASIL)的概念,以自上而下的方式分解和分配不同严格性的安全要求到系统体系结构的各个元素:ASIL被分配给系统级危险,然后迭代地进行分解并分配给相关的子系统和组件。 ASIL分解规则可能会导致多个替代分配,从而导致寻找成本最优分配的优化问题。认识到该问题的困难,研究人员提出了使用启发式的专用工具,例如禁忌搜索和遗传算法。但是,这些算法可能会找到接近最佳的解决方案,可能会丢失涉众所期望的最佳解决方案。在本文中,我们旨在使用现成的求解器找到所有最佳ASIL分配。我们使用三种主要的最新解决方案来实施我们的方法:CSP(约束满足问题),SMT(可满足性模理论)和ILP(整数线性规划)。我们在用于电动汽车集成的现实世界混合制动系统的三个变体上评估我们的方法的可行性和性能。

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