Title :
Laguerre-Gram reduced-order modeling
Author :
Amghayrir, Ahmed ; Tanguy, Noël ; Bréhonnet, Pascale ; Vilbé, Pierre ; Calvez, Léon-claude
Author_Institution :
Lab. d´´Electronique et des Syst.s de Telecommun., Univ. of Brest, France
Abstract :
We present an efficient model reduction procedure based on the Laguerre description of the system to be approximated. Using a one-order operator defined in the Laplace domain we construct a pencil of functions and formulate the problem as the minimization of the L∞2(R+) criterion. The use of a weight function in the inner product definition allows a control of the time-error spreading in model reduction procedure. We show how the required Gram matrix can be computed efficiently and prove that the impulse response of the reduced model is also in L∞2(R+). The transfer function approach allows an immediate and promising application in model reduction of infinite dimensional systems. An extension to multiple-input-multiple-output systems is also given.
Keywords :
MIMO systems; approximation theory; matrix algebra; minimisation; modelling; multidimensional systems; reduced order systems; stochastic processes; Gram matrix; Laguerre function; Laguerre-Gram reduced-order modeling; Laplace domain; impulse response; infinite dimensional system; inner product definition; minimization method; model reduction procedure; model-order reduction; multiple-input-multiple-output system; one-order operator; transfer function; weight function; Hilbert space; Industrial control; MIMO; Parameter estimation; Polynomials; Reduced order systems; Signal analysis; System identification; Transfer functions; Infinite-dimensional systems; Laguerre functions; model-order reduction;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2005.854653