Set Propagation Techniques for Reachability Analysis

Matthias Althoff, Goran Frehse, Antoine Girard

Research output: Contribution to journalReview articlepeer-review

186 Scopus citations

Abstract

Reachability analysis consists in computing the set of states that are reachable by a dynamical system from all initial states and for all admissible inputs and parameters. It is a fundamental problem motivated by many applications in formal verification, controller synthesis, and estimation, to name only a few. This article focuses on a class of methods for computing a guaranteed overapproximation of the reachable set of continuous and hybrid systems, relying predominantly on set propagation; starting from the set of initial states, these techniques iteratively propagate a sequence of sets according to the system dynamics. After a review of set representation and computation, the article presents the state of the art of set propagation techniques for reachability analysis of linear, nonlinear, and hybrid systems. It ends with a discussion of successful applications of reachability analysis to real-world problems.

Original languageEnglish
Pages (from-to)369-395
Number of pages27
JournalAnnual Review of Control, Robotics, and Autonomous Systems
Volume4
DOIs
StatePublished - 3 May 2021

Keywords

  • continuous and hybrid systems
  • reachability analysis
  • rigorous approximation
  • set representations

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