Flowpipe-guard intersection for reachability computations with support functions

Goran Frehse, Rajarshi Ray

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Recently, efficient reachability algorithms for hybrid systems with piecewise affine dynamics have been developed. They achieve good scalability and precision by using support functions to represent continuous sets. In this paper, we propose an improvement of these algorithms that reduces the overapproximation error of the image computation of discrete transitions (jumps). The critical operation of this image computation is the intersection of the owpipe with the guard sets of the transitions, since intersection is in general a difficult operation when using support functions. We propose an approach for computing the intersection of the owpipe with polyhedral guards up to arbitrary accuracy. We reduce computing the support function of the intersection of a single convex set with a guard to a convex minimization problem. To solve it, we present a custom-tailored sandwich algorithm. The intersection of a owpipe (a sequence of convex sets) with a guard reduces to a set of such minimization problems. Where possible, we use branch-and-bound techniques and solve these minimization problems simultaneously to avoid redundant computations. Experimental results illustrate the gain in accuracy and the performance of the algorithms.

Original languageEnglish
Title of host publication4th IFAC Conference on Analysis and Design of Hybrid Systems, ADHS'12
PublisherIFAC Secretariat
Pages94-101
Number of pages8
Edition9
ISBN (Print)9783902823007
DOIs
Publication statusPublished - 1 Jan 2012
Externally publishedYes
Event4th IFAC Conference on Analysis and Design of Hybrid Systems, ADHS'12 - Eindhoven, Netherlands
Duration: 6 Jun 20128 Jun 2012

Publication series

NameIFAC Proceedings Volumes (IFAC-PapersOnline)
Number9
Volume45
ISSN (Print)1474-6670

Conference

Conference4th IFAC Conference on Analysis and Design of Hybrid Systems, ADHS'12
Country/TerritoryNetherlands
CityEindhoven
Period6/06/128/06/12

Keywords

  • Convex piecewise linear functions
  • Hybrid automata
  • Minimization
  • Reachability
  • Support functions

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