混合自动机的一致性测试

Hendrik Roehm, Jens Oehlerking, M. Woehrle, M. Althoff
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引用次数: 41

摘要

工业规模的混合系统通常不适合正式的验证技术。出于这个原因,一种常见的方法是正式地验证原始系统(部分)的抽象。然而,我们需要显示这个抽象符合实际的系统实现,包括它的物理动态。特别是,需要将抽象系统的验证属性转移到实现中。为此,我们引入了一种形式化的一致性关系,称为reachset一致性,它保证了安全属性的转移,同时是一种弱于现有的跟踪包含一致性的关系。基于这种形式化关系,我们提出了一种一致性测试方法,该方法允许我们在精度和计算负载之间进行权衡。此外,我们提出了一种测试选择算法,该算法使用覆盖度量来减少一致性测试的测试用例数量。我们以自动驾驶为例,通过实验证明了我们的新技术的好处。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reachset Conformance Testing of Hybrid Automata
Industrial-sized hybrid systems are typically not amenable to formal verification techniques. For this reason, a common approach is to formally verify abstractions of (parts of) the original system. However, we need to show that this abstraction conforms to the actual system implementation including its physical dynamics. In particular, verified properties of the abstract system need to transfer to the implementation. To this end, we introduce a formal conformance relation, called reachset conformance, which guarantees transference of safety properties, while being a weaker relation than the existing trace inclusion conformance. Based on this formal relation, we present a conformance testing method which allows us to tune the trade-off between accuracy and computational load. Additionally, we present a test selection algorithm that uses a coverage measure to reduce the number of test cases for conformance testing. We experimentally show the benefits of our novel techniques based on an example from autonomous driving.
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