Title :
Schur-based decomposition for reachability analysis of linear time-invariant systems
Author :
Kaynama, Shahab ; Oishi, Meeko
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada
Abstract :
We present a method for complexity reduction in reachability analysis and controller synthesis via a Schur-based decomposition for LTI systems. The decomposition yields either decoupled or weakly-coupled subsystems, each of lower dimension than the original system. Reachable sets, computed for each subsystem, are back-projected and intersected to yield an overapproximation of the actual reachable set. Evaluating our method for a variety of examples (3D, 4D, and 8D), we show that significant reduction in the computational costs can be achieved. This technique has considerable potential utility for use in conjunction with computationally intensive reachability tools.
Keywords :
control system synthesis; linear systems; reachability analysis; set theory; Schur based decomposition; complexity reduction; controller synthesis; linear time invariant systems; reachability analysis; reachable sets; Computational complexity; Computational efficiency; Control system synthesis; Ellipsoids; Equations; Reachability analysis; Reduced order systems; Safety; Shape control; State-space methods; LTI systems; decomposition; dimension reduction; projection; reachability analysis;
Conference_Titel :
Decision and Control, 2009 held jointly with the 2009 28th Chinese Control Conference. CDC/CCC 2009. Proceedings of the 48th IEEE Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-3871-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2009.5400336