A Verified Algorithm for Geometric Zonotope/Hyperplane Intersection

Fabian Immler
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引用次数: 17

Abstract

To perform rigorous numerical computations, one can use a generalization of interval arithmetic, namely affine arithmetic (AA), which works with zonotopes instead of intervals. Zonotopes are also widely used for reachability analysis of continuous or hybrid systems, where an important operation is the geometric intersection of zonotopes with hyperplanes. We have implemented a functional algorithm to compute the zonotope/hyperplane intersection and verified it in Isabelle/HOL. The algorithm is similar to convex hull computations, our verification is therefore inspired by Knuth's axioms for an orientation predicate of points in the plane, which have been successfully used to verify convex hull algorithms. The interesting fact is that we combine a mixture of different fields: a discrete geometrical algorithm to perform operations on the continuous sets represented by zonotopes.
一种几何分区/超平面相交的验证算法
为了进行严格的数值计算,可以使用区间算法的推广,即仿射算法(AA),它适用于分区而不是区间。分区拓扑也广泛用于连续或混合系统的可达性分析,其中一个重要的运算是分区拓扑与超平面的几何相交。我们实现了一种计算分区/超平面相交的函数式算法,并在Isabelle/HOL中进行了验证。该算法类似于凸包计算,因此我们的验证受到Knuth关于平面中点的方向谓词的公理的启发,该公理已成功地用于验证凸包算法。有趣的事实是,我们结合了不同领域的混合物:一个离散的几何算法对由分区表示的连续集合执行操作。
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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