U-D factorisation of the strengthened discrete-time optimal projection equations

Algorithms for optimal reduced-order dynamic output feedback control of linear discrete-time systems with white stochastic parameters are U-D factored in this paper. U-D factorisation enhances computational accuracy, stability and possibly efficiency. Since U-D factorisation of algorithms for optimal full-order output feedback controller design was recently published by us, this paper focusses on the U-D factorisation of the optimal oblique projection matrix that becomes part of the solution as a result of order-reduction. The equations producing the solution are known as the optimal projection equations which for discrete-time systems have been strengthened in the past. The U-D factored strengthened discrete-time optimal projection equations are presented in this paper by means of a transformation that has to be applied recursively until convergence. The U-D factored and conventional algorithms are compared through a series of examples.

[1]  Gene F. Franklin,et al.  A General Solution for Linear, Sampled-Data Control , 1963 .

[2]  D. Kleinman,et al.  Optimal stationary control of linear systems with control-dependent noise , 1969 .

[3]  M. A. Athans,et al.  The role and use of the stochastic linear-quadratic-Gaussian problem in control system design , 1971 .

[4]  M. Athans The Role and Use of the Stochastic Linear-Quadratic-Gaussian Problem in Control System , 1971 .

[5]  P. McLane Optimal stochastic control of linear systems with state- and control-dependent disturbances , 1971 .

[6]  S. Joshi On Optimal Control of Linear Systems in the Presence of Multiplicative Noise , 1976, IEEE Transactions on Aerospace and Electronic Systems.

[7]  G. Bierman Factorization methods for discrete sequential estimation , 1977 .

[8]  W. L. De Koning,et al.  Infinite horizon optimal control of linear discrete time systems with stochastic parameters , 1982, Autom..

[9]  D. Hyland Maximum Entropy Stochastic Approach to Control Design for Uncertain Structural Systems , 1982, 1982 American Control Conference.

[10]  J. Willems,et al.  Robust Stabilization of Uncertain Systems , 1983 .

[11]  Y. Phillis Controller design of systems with multiplicative noise , 1985 .

[12]  D. Bernstein,et al.  The optimal projection equations for reduced-order, discrete-time modelling, estimation and control , 1985, 1985 24th IEEE Conference on Decision and Control.

[13]  D. Bernstein,et al.  The optimal projection equations for reduced-order, discrete-time modeling, estimation, and control , 1986 .

[14]  B. Anderson,et al.  Controller Reduction: Concepts and Approaches , 1987, 1987 American Control Conference.

[15]  D. Bernstein Robust static and dynamic output-feedback stabilization: Deterministic and stochastic perspectives , 1987 .

[16]  E. Yaz Dynamic feedback control of stochastic-parameter systems , 1988 .

[17]  W. L. Koning,et al.  Stability and stabilizability of chemical reactors modelled with stochastic parameters , 1989 .

[18]  W. L. Koning,et al.  Compensatability and optimal compensation of systems with white parameters , 1992 .

[19]  L. Watson,et al.  Contragredient Transformations Applied to the Optimal Projection Equations , 1992 .

[20]  W. Koning The influence of uncertainty on stability and compensatability , 1993 .

[21]  Engin Yaz,et al.  Parametrization of all linear compensators for discrete-time stochastic parameter systems , 1994, Autom..

[22]  N. Tsai,et al.  Compensatability and optimal compensation under randomly varying distributed delays , 1998, Proceedings of the 37th IEEE Conference on Decision and Control (Cat. No.98CH36171).

[23]  W. L. Koning,et al.  Numerical algorithms and issues concerning the discrete-time optimal projection equations for systems with white parameters , 1998 .

[24]  Andrew E. B. Lim,et al.  Discrete time LQG controls with control dependent noise , 1999 .

[25]  Willem L. De Koning,et al.  Numerical Algorithms and Issues Concerning the Discrete-Time Optimal Projection Equations , 2000, Eur. J. Control.

[26]  L. G. van Willigenburg,et al.  Randomized Digital Optimal Control , 2001 .

[27]  Willem L. De Koning,et al.  Minimal and non-minimal optimal fixed-order compensators for time-varying discrete-time systems , 2002, Autom..

[28]  A. Matveev,et al.  Optimal computer control via communication channels with irregular transmission times , 2003 .

[29]  Willem L. De Koning,et al.  UDU Factored Discrete-Time Lyapunov Recursions Solve Optimal Reduced-Order LQG Problems , 2004, Eur. J. Control.

[30]  Edward Boje Approximate models for continuous-time linear systems with sampling jitter , 2005, Autom..

[31]  Imad M. Jaimoukha,et al.  Controller reduction for linear parameter-varying systems with a priori bounds , 2005, Autom..

[32]  M. Seetharama Bhat,et al.  Robust fixed‐order H2 controller for micro air vehicle—design and validation , 2006 .

[33]  Tamer Basar,et al.  Optimal control of LTI systems over unreliable communication links , 2006, Autom..

[34]  Jianda Han,et al.  A UD factorization‐based nonlinear adaptive set‐membership filter for ellipsoidal estimation , 2008 .

[35]  Franck O. Hounkpevi,et al.  Current Output Observer for Stochastic-Parameter Models and Application to Sensor Failure , 2008 .

[36]  Carlos Silvestre,et al.  Control of impulsive renewal systems: Application to direct design in networked control , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[37]  Willem L. De Koning,et al.  Compensatability and optimal compensation of systems with white parameters in the delta domain , 2010, Int. J. Control.

[38]  Anders Rantzer,et al.  A singular value decomposition based closed loop stability preserving controller reduction method , 2010, Proceedings of the 2010 American Control Conference.

[39]  Frank Allgöwer,et al.  Optimal and optimal-linear control over lossy, distributed networks , 2011 .

[40]  Yuhei Ota,et al.  Optimal control of linear systems with stochastic parameters for variance suppression , 2011, IEEE Conference on Decision and Control and European Control Conference.

[41]  Bo Yu,et al.  Robust mixed H2/H∞ control of networked control systems with random time delays in both forward and backward communication links , 2011, Autom..

[42]  Fan Li,et al.  Optimal filtering for systems with finite-step autocorrelated noises and multiple packet dropouts , 2013 .

[43]  Hamid Reza Karimi,et al.  Static output-feedback control under information structure constraints , 2013, Autom..

[44]  Willem L. De Koning,et al.  Minimal representation of matrix valued white stochastic processes and U-D factorisation of algorithms for optimal control , 2013, Int. J. Control.

[45]  Hamid Reza Karimi,et al.  Passivity-based output feedback control of Markovian jump systems with discrete and distributed time-varying delays , 2013, Int. J. Syst. Sci..