eprintid: 444
rev_number: 9
eprint_status: archive
userid: 7
dir: disk0/00/00/04/44
datestamp: 2011-07-27 09:05:54
lastmod: 2011-08-04 07:29:09
status_changed: 2011-07-27 09:05:54
type: article
metadata_visibility: show
contact_email: alberto.bemporad@imtlucca.it
item_issues_count: 0
creators_name: Bemporad, Alberto
creators_name: Morari, Manfred
creators_name: Dua, Vivek
creators_name: Pistikopoulos, Efstratios N.
title: The Explicit Linear Quadratic Regulator for Constrained Systems
ispublished: pub
subjects: QA
subjects: TJ
divisions: CSA
full_text_status: none
keywords: Piecewise linear controllers; Linear quadratic regulators; Constraints; Predictive control
note: This paper was not presented at any IFAC meeting. This paper was recommended for publication in revised form by Associate Editor Per-Olof Gutman under the direction of Editor Tamer Basar
abstract: For discrete-time linear time invariant systems with constraints on inputs and states, we develop an algorithm to determine explicitly, the state feedback control law which minimizes a quadratic performance criterion. We show that the control law is piece-wise linear and continuous for both the finite horizon problem (model predictive control) and the usual infinite time measure (constrained linear quadratic regulation). Thus, the on-line control computation reduces to the simple evaluation of an explicitly defined piecewise linear function. By computing the inherent underlying controller structure, we also solve the equivalent of the Hamilton–Jacobi–Bellman equation for discrete-time linear constrained systems. Control based on on-line optimization has long been recognized as a superior alternative for constrained systems. The technique proposed in this paper is attractive for a wide range of practical problems where the computational complexity of on-line optimization is prohibitive. It also provides an insight into the structure underlying optimization-based controllers.
date: 2002-01
date_type: published
publication: Automatica
volume: 38
number: 1
publisher: Elsevier 
pagerange: 3-20
id_number: 10.1016/S0005-1098(01)00174-1
refereed: TRUE
issn: 0005-1098
official_url: http://www.sciencedirect.com/science/article/pii/S0005109801001741
citation:   Bemporad, Alberto and Morari, Manfred and Dua, Vivek and Pistikopoulos, Efstratios N.  The Explicit Linear Quadratic Regulator for Constrained Systems.  Automatica, 38 (1).  pp. 3-20.  ISSN 0005-1098      (2002)