TY - JOUR
T1 - Set Propagation Techniques for Reachability Analysis
AU - Althoff, Matthias
AU - Frehse, Goran
AU - Girard, Antoine
N1 - Publisher Copyright:
© 2021 by Annual Reviews. All rights reserve.
PY - 2021/5/3
Y1 - 2021/5/3
N2 - 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.
AB - 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.
KW - continuous and hybrid systems
KW - reachability analysis
KW - rigorous approximation
KW - set representations
UR - http://www.scopus.com/inward/record.url?scp=85106100653&partnerID=8YFLogxK
U2 - 10.1146/annurev-control-071420-081941
DO - 10.1146/annurev-control-071420-081941
M3 - Review article
AN - SCOPUS:85106100653
SN - 2573-5144
VL - 4
SP - 369
EP - 395
JO - Annual Review of Control, Robotics, and Autonomous Systems
JF - Annual Review of Control, Robotics, and Autonomous Systems
ER -