On explicit suboptimal LQR with state and input constraints
- 11 November 2002
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- Vol. 1 (01912216), 662-667
- https://doi.org/10.1109/cdc.2000.912842
Abstract
Optimal feedback solutions to the infinite-horizon LQR problem with state and input constraints based on receding horizon real-time quadratic programming are well known. In this paper we develop an explicit solution to the same problem, eliminating the need for real-time optimization. A suboptimal strategy, based on a suboptimal choice of a finite horizon and imposing additional limitations on the allowed switching between active constraint sets on the horizon, is suggested in order to address the computer memory and processing capacity requirements of the explicit solution. It is shown that the resulting feedback controller is piecewise linear, and the piecewise linear structure is exploited for computational analysis of stability and performance as well as efficient real-time implementation.Keywords
This publication has 11 references indexed in Scilit:
- Piecewise linear quadratic optimal controlIEEE Transactions on Automatic Control, 2000
- The explicit solution of model predictive control via multiparametric quadratic programmingPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2000
- Fast algorithm for a constrained infinite horizon LQ problemInternational Journal of Control, 1999
- Computation of piecewise quadratic Lyapunov functions for hybrid systemsIEEE Transactions on Automatic Control, 1998
- Constrained linear quadratic regulationIEEE Transactions on Automatic Control, 1998
- On constrained infinite-time linear quadratic optimal controlSystems & Control Letters, 1996
- Piecewise-linear LQ control for systems with input constraintsAutomatica, 1994
- Heuristically enhanced feedback control of constrained discrete-time linear systemsAutomatica, 1990
- Suboptimal control of linear systems with state and control inequality constraintsPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1987
- Sliding controller design for non-linear systemsInternational Journal of Control, 1984