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Feasible mode enumeration and cost comparison for explicit quadratic model predictive control of hybrid systems

Alessio, Alessandro and Bemporad, Alberto Feasible mode enumeration and cost comparison for explicit quadratic model predictive control of hybrid systems. In: 2nd IFAC Conference on Analysis and Design of Hybrid Systems, 2006. IFAQ, pp. 302-308. ISBN 978-3-902661-06-7 (2006)

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Abstract

For hybrid systems in piecewise affine (PWA) form, this paper presents a new methodology for computing the solution, defined over a set of (possibly overlapping) polyhedra, of the finite-time constrained optimal control problem based on quadratic costs. First, feasible mode sequences are determined via backward reachability analysis, and multiparametric quadratic programming is employed to determine candidate polyhedral regions of the solution and the corresponding value functions and optimal control gains. Then, the value functions associated with overlapping regions are compared in order to discard those regions whose associated control law is never optimal. The comparison problem is, in general, nonconvex and is tackled here as a DC (Difference of Convex functions) programming problem.

Item Type: Book Section
Identification Number: 10.3182/20060607-3-IT-3902.00057
Subjects: H Social Sciences > HB Economic Theory
Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Research Area: Computer Science and Applications
Depositing User: Professor Alberto Bemporad
Date Deposited: 27 Jul 2011 08:41
Last Modified: 05 Aug 2011 13:35
URI: http://eprints.imtlucca.it/id/eprint/540

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