Set Propagation Techniques for Reachability Analysis

Author:

Althoff Matthias1,Frehse Goran2,Girard Antoine3

Affiliation:

1. Department of Informatics, Technical University of Munich, 85748 Garching, Germany;

2. Computer Science and Systems Engineering Laboratory (U2IS), ENSTA Paris, 91762 Palaiseau, France;

3. Laboratoire des Signaux et Systèmes, Université Paris-Saclay, CNRS, and CentraleSupélec, 91190 Gif-sur-Yvette, France;

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.

Publisher

Annual Reviews

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