ProbReach: verified probabilistic delta-reachability for stochastic hybrid systems

F. Shmarov, P. Zuliani
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引用次数: 58

Abstract

We present ProbReach, a tool for verifying probabilistic reachability for stochastic hybrid systems, i.e., computing the probability that the system reaches an unsafe region of the state space. In particular, ProbReach will compute an arbitrarily small interval which is guaranteed to contain the required probability. Standard (non-probabilistic) reachability is undecidable even for linear hybrid systems. In ProbReach we adopt the weaker notion of delta-reachability, in which the unsafe region is overapproximated by a user-defined parameter (delta). This choice leads to false alarms, but also makes the reachability problem decidable for virtually any hybrid system. In ProbReach we have implemented a probabilistic version of delta-reachability that is suited for hybrid systems whose stochastic behaviour is given in terms of random initial conditions. In this paper we introduce the capabilities of ProbReach, give an overview of the parallel implementation, and present results for several benchmarks involving highly non-linear hybrid systems.
ProbReach:随机混合系统的可达性验证
我们提出了ProbReach,一个用于验证随机混合系统的概率可达性的工具,即计算系统到达状态空间不安全区域的概率。特别是,ProbReach将计算一个任意小的间隔,保证包含所需的概率。即使对于线性混合系统,标准(非概率)可达性也是不可确定的。在ProbReach中,我们采用较弱的delta-可达性概念,其中不安全区域由用户定义的参数(delta)过度逼近。这种选择会导致假警报,但也使得几乎任何混合系统的可达性问题都是可确定的。在ProbReach中,我们实现了一个概率版本的delta-可达性,适用于随机初始条件下随机行为给定的混合系统。在本文中,我们介绍了ProbReach的功能,给出了并行实现的概述,并给出了涉及高度非线性混合系统的几个基准测试的结果。
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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