Frequency-domain weighted RLS model reduction for complex SISO linear system

During the analysis and design of control systems, the complex SISO linear system that consist of several single transfer functions plus different time delay are often encountered and need to be reduced order. However, due to the complicated characteristics, it is difficult for such high-order model to obtain the reduced-order model using the existing methods. In this paper, a frequency-domain weighted recursive least squares (RLS) method is proposed for model reduction of such complex SISO linear system. The involved algorithm is derived, and the computational procedure of the model reduction is presented. At last, numerical examples are offered to verify the effectiveness of the proposed scheme for model reduction.

[1]  Mian Muhammad Awais,et al.  Implicit restart scheme for large scale Krylov subspace model reduction method , 2001, Proceedings. IEEE International Multi Topic Conference, 2001. IEEE INMIC 2001. Technology for the 21st Century..

[2]  Biao Huang,et al.  H2 approximation of multiple input/output delay systems , 2004 .

[3]  C. Hwang,et al.  A new two-step iterative method for optimal reduction of linear SISO systems , 1996 .

[4]  B. Friedland,et al.  Routh approximations for reducing order of linear, time-invariant systems , 1975 .

[5]  A. S. S. R. Reddy,et al.  A method for frequency domain simplification of transfer functions , 1976 .

[6]  Chyi Hwang,et al.  Optimal approximation of linear systems by a differential evolution algorithm , 2001, IEEE Trans. Syst. Man Cybern. Part A.

[7]  Yu Zhang,et al.  A fast algorithm for reduced-order modeling , 1999 .

[8]  B. Moore Principal component analysis in linear systems: Controllability, observability, and model reduction , 1981 .

[9]  E. Davison,et al.  On "A method for simplifying linear dynamic systems" , 1966 .

[10]  Sigurd Skogestad,et al.  Simple analytic rules for model reduction and PID controller tuning , 2003 .

[11]  Zheng Gang A Recursive Least Squares Algorithm for Frequency Domain Identification of Non-Integer Order Systems , 2007 .

[12]  Ling Wang,et al.  Optimal reduction of models using a hybrid searching strategy , 2005, Appl. Math. Comput..

[13]  E. C. Levy Complex-curve fitting , 1959, IRE Transactions on Automatic Control.

[14]  A. H. Whitfield,et al.  Integral least-squares techniques for frequency-domain model reduction , 1988 .

[15]  S. C. Chuang Homographic transformation for the simplification of continuous-time transfer functions by Padé approximation , 1975 .