Reachability of hybrid systems in space-time

Goran Frehse
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引用次数: 13

Abstract

In set-based reachability, a cover of the reachable states of a hybrid system is obtained by repeatedly computing one-step successor states. It can be used to show safety or to obtain quantitative information, e.g., for measuring the jitter in an oscillator circuit. In general, one-step successors can only be computed approximately and are difficult to scale in the number of continuous variables. The approximation error requires particular attention since it can accumulate rapidly, leading to a coarse cover, prohibitive state explosion, or preventing termination. In this paper, we propose an approach with precise control over the balance between approximation error and scalability. By lazy evaluation of set representations, the precision can be increased in a targeted manner, e.g., to show that a particular transition is spurious. Each evaluation step scales well in the number of continuous variables. The set representations are particularly suited for clustering and containment checking, which are essential for reducing the state explosion. This provides the building blocks for re ning the cover of the reachable set just enough to show a property of interest. The approach is illustrated on several examples.
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时空混合系统的可达性
在基于集合的可达性中,混合系统可达状态的覆盖是通过重复计算一步后继状态得到的。它可用于显示安全性或获得定量信息,例如,用于测量振荡器电路中的抖动。一般来说,一步后继者只能近似计算,并且在连续变量的数量上难以缩放。近似误差需要特别注意,因为它可以迅速积累,导致粗覆盖,禁止状态爆炸,或阻止终止。在本文中,我们提出了一种精确控制近似误差和可扩展性之间平衡的方法。通过对集合表示的惰性求值,可以有针对性地提高精度,例如,显示特定的转换是虚假的。每个评估步骤在连续变量的数量上都很好地扩展。集合表示特别适合于聚类和遏制检查,这对于减少状态爆炸是必不可少的。这为重新定义可达集的覆盖提供了构建块,以显示感兴趣的属性。用几个例子说明了这种方法。
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