Finite constraint set receding horizon quadratic control

This contribution addresses the problem of discrete time receding horizon quadratic control for plants whose input is restricted to belong to a finite set. We also study the dynamics of the resulting closed‐loop system. Based upon the geometry of the underlying quadratic programme, a finitely parametrized expression for the control law is derived, which makes use of vector quantizers. Alternatively, the control law can be formulated by means of a polyhedral partition of the state space, which is closely connected with the partition induced when considering saturation‐like constraints. Exact analytic expressions for the partition can be developed, therefore avoiding the need for on‐line optimization. The closed‐loop system, comprising controller and plant, exhibits highly nonlinear dynamics, due to the finite set restriction. Asymptotic stability only holds for very special cases. In general, this notion is too strong. Nevertheless, ultimate boundedness of state trajectories is often achieved. Tools for determining positively invariant sets, hence ensuring ultimate boundedness, are presented. Copyright © 2004 John Wiley & Sons, Ltd.

[1]  Heinrich Rake,et al.  An On-Off Self-Tuner Development, Real-Time Application and Comparison to Conventional On-Off Controllers , 1984 .

[2]  I︠a︡. Z. T︠S︡ypkin Relay Control Systems , 1985 .

[3]  Leon O. Chua,et al.  Chaos in digital filters , 1988 .

[4]  A. Michel,et al.  Quantization and overflow effects in digital implementations of linear dynamic controllers , 1988 .

[5]  P. Ramadge On the periodicity of symbolic observations of piecewise smooth discrete-time systems , 1989, Proceedings of the 28th IEEE Conference on Decision and Control,.

[6]  Mark J. Damborg,et al.  Control of constrained discrete time linear systems using quantized controls , 1989, Autom..

[7]  D. Delchamps Stabilizing a linear system with quantized state feedback , 1990 .

[8]  Stuart F. Bockman On-Off, Discrete-Time Control of a Stable First-Order Linear Plant , 1991, 1991 American Control Conference.

[9]  Allen Gersho,et al.  Vector quantization and signal compression , 1991, The Kluwer international series in engineering and computer science.

[10]  Richard Schreier,et al.  Stability tests for single-bit sigma-delta modulators with second-order FIR noise transfer functions , 1992, [Proceedings] 1992 IEEE International Symposium on Circuits and Systems.

[11]  D. Mayne,et al.  Robust receding horizon control of constrained nonlinear systems , 1993, IEEE Trans. Autom. Control..

[12]  Panos J. Antsaklis,et al.  Digital control from a hybrid perspective , 1994, Proceedings of 1994 33rd IEEE Conference on Decision and Control.

[13]  Wing Shing Wong,et al.  Controllability of linear feedback control systems with communication constraints , 1997, Proceedings of the 36th IEEE Conference on Decision and Control.

[14]  Orla Feely,et al.  A tutorial introduction to non‐linear dynamics and chaos and their application to sigma–delta modulators , 1997 .

[15]  R. Schreier,et al.  An algorithm for computing convex positively invariant sets for delta-sigma modulators , 1997 .

[16]  Franco Blanchini,et al.  Set invariance in control , 1999, Autom..

[17]  C. Soh,et al.  Lyapunov stability of discontinuous dynamic systems , 1999 .

[18]  Wing Shing Wong,et al.  Systems with finite communication bandwidth constraints. II. Stabilization with limited information feedback , 1999, IEEE Trans. Autom. Control..

[19]  E. Kerrigan Robust Constraint Satisfaction: Invariant Sets and Predictive Control , 2000 .

[20]  Daniel Liberzon,et al.  Quantized feedback stabilization of linear systems , 2000, IEEE Trans. Autom. Control..

[21]  Alberto Bemporad,et al.  Observability and controllability of piecewise affine and hybrid systems , 2000, IEEE Trans. Autom. Control..

[22]  M. Morari,et al.  Optimal controllers for hybrid systems: stability and piecewise linear explicit form , 2000, Proceedings of the 39th IEEE Conference on Decision and Control (Cat. No.00CH37187).

[23]  David Q. Mayne,et al.  Constrained model predictive control: Stability and optimality , 2000, Autom..

[24]  Graham C. Goodwin,et al.  Control System Design , 2000 .

[25]  G. Goodwin,et al.  Global analytical model predictive control with input constraints , 2000, Proceedings of the 39th IEEE Conference on Decision and Control (Cat. No.00CH37187).

[26]  F. Fagnani,et al.  Stability analysis and synthesis for scalar linear systems with a quantized feedback , 2001, Proceedings of the 40th IEEE Conference on Decision and Control (Cat. No.01CH37228).

[27]  Nicola Elia,et al.  Stabilization of linear systems with limited information , 2001, IEEE Trans. Autom. Control..

[28]  Bart De Schutter,et al.  Equivalence of hybrid dynamical models , 2001, Autom..

[29]  Munther A. Dahleh,et al.  Global stability of relay feedback systems , 2001, IEEE Trans. Autom. Control..

[30]  Benedetto Piccoli,et al.  Controllability for Discrete Systems with a Finite Control Set , 2001, Math. Control. Signals Syst..

[31]  B.E.A. Milani,et al.  Ultimate boundedness sets for discrete-time linear systems with deadzone feedback controls , 2001, Proceedings of the 40th IEEE Conference on Decision and Control (Cat. No.01CH37228).

[32]  R. Adler,et al.  Dynamics of non-ergodic piecewise affine maps of the torus , 2001, Ergodic Theory and Dynamical Systems.

[33]  Jan M. Maciejowski,et al.  Predictive control : with constraints , 2002 .

[34]  Graham C. Goodwin,et al.  RECEDING HORIZON LINEAR QUADRATIC CONTROL WITH FINITE INPUT CONSTRAINT SETS , 2002 .

[35]  Alberto Bemporad,et al.  On the Optimal Control Law for Linear Discrete Time Hybrid Systems , 2002, HSCC.

[36]  Antonio Bicchi,et al.  On the reachability of quantized control systems , 2002, IEEE Trans. Autom. Control..

[37]  F. Borrelli Discrete time constrained optimal control , 2002 .

[38]  Bruce A. Francis,et al.  Limited Data Rate in Control Systems with Networks , 2002 .

[39]  Alberto Bemporad,et al.  The explicit linear quadratic regulator for constrained systems , 2003, Autom..

[40]  Tor Arne Johansen,et al.  Explicit sub-optimal linear quadratic regulation with state and input constraints , 2002, Autom..

[41]  J.A. De Dona,et al.  On the dynamics of receding horizon linear quadratic finite alphabet control loops , 2002, Proceedings of the 41st IEEE Conference on Decision and Control, 2002..

[42]  G. Goodwin,et al.  Audio quantization from a receding horizon control perspective , 2003, Proceedings of the 2003 American Control Conference, 2003..

[43]  D.E. Quevedo,et al.  Minimizing down-link traffic in networked control systems via optimal control techniques , 2003, 42nd IEEE International Conference on Decision and Control (IEEE Cat. No.03CH37475).

[44]  D. Mayne,et al.  Model predictive control of constrained piecewise affine discrete‐time systems , 2003 .

[45]  Graham C. Goodwin,et al.  Moving horizon optimal quantizer for audio signals , 2003 .