TY - GEN
T1 - Utilizing dependencies to obtain subsets of reachable sets
AU - Kochdumper, Niklas
AU - Schürmann, Bastian
AU - Althoff, Matthias
N1 - Publisher Copyright:
© 2020 ACM.
PY - 2020/4/22
Y1 - 2020/4/22
N2 - 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.
AB - 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.
KW - dependency preservation
KW - nonlinear dynamics
KW - polynomial zonotopes
KW - reachability analysis
UR - http://www.scopus.com/inward/record.url?scp=85086526193&partnerID=8YFLogxK
U2 - 10.1145/3365365.3382192
DO - 10.1145/3365365.3382192
M3 - Conference contribution
AN - SCOPUS:85086526193
T3 - HSCC 2020 - Proceedings of the 23rd International Conference on Hybrid Systems: Computation and Control ,part of CPS-IoT Week
BT - HSCC 2020 - Proceedings of the 23rd International Conference on Hybrid Systems
PB - Association for Computing Machinery, Inc
T2 - 23rd 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
Y2 - 21 April 2020 through 24 April 2020
ER -