KIT | KIT-Bibliothek | Impressum | Datenschutz

Efficient Computation of Inner Approximations of Reachable Sets for a Verified Motion Planning Concept

Bohn, Christopher ORCID iD icon 1; Riegert, Joel; Siebenrock, Florian 1; Schwartz, Manuel ORCID iD icon 1; Hohmann, Sören
1 Institut für Regelungs- und Steuerungssysteme (IRS), Karlsruher Institut für Technologie (KIT)

Abstract (englisch):

Verification of control systems often involves the computation of reachable sets. In this context, reachable sets are used to verify that a system is capable of reaching a desired set of states or that it will not reach a set of undesired states. This contribution presents a novel method for computing convex inner approximations of reachable sets for non-linear input-affine systems with constrained inputs. The inner approximation is obtained using the reachable set of the linearized system that is shrunk by a factor depending on the linearization errors. The proposed method is integrated into a motion planning concept for mobile robots. In this way, the motion planning concept guarantees, that motions that are planned based on a simplified model of a robot can be reached by an accurate model of the robot. The application example demonstrates the computational efficiency of the proposed method as it is utilized to compute inner approximated reachable sets of a system that consists of 18 states and features eight inputs.


Download
Originalveröffentlichung
DOI: 10.1016/j.ifacol.2023.10.716
Zugehörige Institution(en) am KIT Institut für Regelungs- und Steuerungssysteme (IRS)
Publikationstyp Zeitschriftenaufsatz
Publikationsjahr 2023
Sprache Englisch
Identifikator ISSN: 1474-6670, 2405-8963, 2405-8971, 2589-3653
KITopen-ID: 1000157765
Erschienen in IFAC-PapersOnLine
Verlag International Federation of Automatic Control (IFAC)
Band 56
Heft 2
Seiten 10664-10670
Bemerkung zur Veröffentlichung 22nd World Congress of the International Federation of Automatic Control (IFAC 2023)

Yokohama, Japan, 09.07.2023–14.07.2023
Vorab online veröffentlicht am 22.11.2023
Schlagwörter Reachability Analysis, Motion Planning, Mobile Robots, Efficient Computation
Nachgewiesen in Dimensions
Scopus
KIT – Die Forschungsuniversität in der Helmholtz-Gemeinschaft
KITopen Landing Page