Utilizing dependencies to obtain subsets of reachable sets

Niklas Kochdumper, Bastian Schürmann, Matthias Althoff

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

17 Scopus citations

Abstract

Reachability analysis, in general, is a fundamental method that supports formally-correct synthesis, robust model predictive control, set-based observers, fault detection, invariant computation, and conformance checking, to name but a few. In many of these applications, one requires to compute a reachable set starting within a previously computed reachable set. While it was previously required to re-compute the entire reachable set, we demonstrate that one can leverage the dependencies of states within the previously computed set. As a result, we almost instantly obtain an over-approximative subset of a previously computed reachable set by evaluating analytical maps. The advantages of our novel method are demonstrated for falsification of systems, optimization over reachable sets, and synthesizing safe maneuver automata. In all of these applications, the computation time is reduced significantly.

Original languageEnglish
Title of host publicationHSCC 2020 - Proceedings of the 23rd International Conference on Hybrid Systems
Subtitle of host publicationComputation and Control ,part of CPS-IoT Week
PublisherAssociation for Computing Machinery, Inc
ISBN (Electronic)9781450370189
DOIs
StatePublished - 22 Apr 2020
Event23rd ACM International Conference on Hybrid Systems: Computation and Control, HSCC 2020, held as part of the 13th Cyber Physical Systems and Internet-of-Things Week, CPS-IoT Week 2020 - Sydney, Australia
Duration: 21 Apr 202024 Apr 2020

Publication series

NameHSCC 2020 - Proceedings of the 23rd International Conference on Hybrid Systems: Computation and Control ,part of CPS-IoT Week

Conference

Conference23rd ACM International Conference on Hybrid Systems: Computation and Control, HSCC 2020, held as part of the 13th Cyber Physical Systems and Internet-of-Things Week, CPS-IoT Week 2020
Country/TerritoryAustralia
CitySydney
Period21/04/2024/04/20

Keywords

  • dependency preservation
  • nonlinear dynamics
  • polynomial zonotopes
  • reachability analysis

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