Computing Distances between Reach Flowpipes

R. Majumdar, Vinayak S. Prabhu
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引用次数: 9

Abstract

We investigate quantifying the difference between two hybrid dynamical systems under noise and initial-state uncertainty. While the set of traces for these systems is infinite, it is possible to symbolically approximate trace sets using \emph{reachpipes} that compute upper and lower bounds on the evolution of the reachable sets with time. We estimate distances between corresponding sets of trajectories of two systems in terms of distances between the reachpipes. In case of two individual traces, the Skorokhod distance has been proposed as a robust and efficient notion of distance which captures both value and timing distortions. In this paper, we extend the computation of the Skorokhod distance to reachpipes, and provide algorithms to compute upper and lower bounds on the distance between two sets of traces. Our algorithms use new geometric insights that are used to compute the worst-case and best-case distances between two polyhedral sets evolving with time.
计算管道之间的距离
我们研究了在噪声和初始状态不确定性下两个混合动力系统之间的差异的量化。虽然这些系统的迹集是无限的,但可以使用计算可达集随时间演化的上界和下界的\emph{reachpipes}来象征性地近似迹集。我们根据到达管道之间的距离来估计两个系统的相应轨迹集之间的距离。在两条独立轨迹的情况下,Skorokhod距离已被提出作为一种鲁棒和有效的距离概念,它可以捕获值和时间畸变。在本文中,我们将Skorokhod距离的计算扩展到到达管道,并提供了计算两组迹线之间距离的上界和下界的算法。我们的算法使用新的几何见解,用于计算两个多面体集之间随时间演变的最坏情况和最佳情况距离。
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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