Title :
Reachability analysis of nonlinear systems with uncertain parameters using conservative linearization
Author :
Althoff, Matthias ; Stursberg, Olaf ; Buss, Martin
Author_Institution :
Inst. of Autom. Control Eng., Tech. Univ. Munchen, Munich, Germany
Abstract :
Given an initial set of a nonlinear system with uncertain parameters and inputs, the set of states that can possibly be reached is computed. The approach is based on local linearizations of the nonlinear system, while linearization errors are considered by Lagrange remainders. These errors are added as uncertain inputs, such that the reachable set of the locally linearized system encloses the one of the original system. The linearization error is controlled by splitting of reachable sets. Reachable sets are represented by zonotopes, allowing an efficient computation in relatively high-dimensional space.
Keywords :
linearisation techniques; nonlinear systems; reachability analysis; set theory; uncertain systems; Lagrange remainder; conservative linearization; nonlinear system; reachability analysis; set theory; uncertain parameter; zonotope representation; Automatic control; Continuous time systems; Control systems; Linear systems; Nonlinear control systems; Nonlinear dynamical systems; Nonlinear systems; Reachability analysis; Safety; State-space methods;
Conference_Titel :
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-3123-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2008.4738704