Laguerre-based bandlimited reduced-order modeling

A new bandlimited Laguerre basis for application to reduced-order modeling (ROM) is proposed. It is derived from the original Laguerre basis by means of a judiciously chosen rational frequency transformation, shown to be orthonormal over a narrow-band frequency interval. By means of projecting the original transfer function onto this bandlimited Laguerre basis, we obtain a new ROM technique, which does not belong to the class of Krylov methods, but to the rather more general family of projection techniques. Pertinent features of the new method are the reduction in computational effort, the fact that a more efficient ROM approach is obtained by focusing on a frequency band at a time and the better extrapolation power of the new method, as compared to previous methods. The feasibility of the new method is illustrated by means of three examples.

[1]  Daniël De Zutter,et al.  Laguerre‐SVD reduced‐order modeling of a Yee‐cell‐based discretisation of Maxwell's equations , 2005 .

[2]  Ronald A. Rohrer,et al.  Three dimensional circuit oriented electromagnetic modeling for VLSI interconnects , 1992, Proceedings 1992 IEEE International Conference on Computer Design: VLSI in Computers & Processors.

[3]  Daniel Boley Krylov space methods on state-space control models , 1994 .

[4]  Luc Knockaert,et al.  On orthonormal Muntz-Laguerre filters , 2001, IEEE Trans. Signal Process..

[5]  Robert Skelton,et al.  Model reductions using a projection formulation , 1987, 26th IEEE Conference on Decision and Control.

[6]  Luc Knockaert,et al.  Laguerre-SVD reduced-order modeling , 2000 .

[7]  Daniël De Zutter,et al.  Passive reduced order multiport modeling: the Padé-Laguerre, Krylov-Arnoldi-SVD connection. , 1999 .

[8]  Sabine Van Huffel,et al.  SLICOT—A Subroutine Library in Systems and Control Theory , 1999 .

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

[10]  R. Freund Krylov-subspace methods for reduced-order modeling in circuit simulation , 2000 .

[11]  Paul Van Dooren,et al.  A collection of benchmark examples for model reduction of linear time invariant dynamical systems. , 2002 .

[12]  M. Safonov,et al.  A Schur method for balanced-truncation model reduction , 1989 .

[13]  W. Gragg,et al.  On the partial realization problem , 1983 .

[14]  Daniël De Zutter,et al.  Robust Laguerre-SVD reduced order modeling of 3D FDTD systems with accurate low frequency behavior , 2004 .

[15]  Ernest S. Kuh,et al.  On projection-based algorithms for model-order reduction of interconnects , 2002 .

[16]  Daniël De Zutter,et al.  Stable Laguerre-SVD reduced-order modeling , 2003 .