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A pseudo-linear regression algorithm in discrete-time for the efficient identification of stiff systems

Authors :
Henri Bourlès
Bernard Vau
Bourlès, Henri
iXBLUE (Entreprise)
Source :
19th IFAC Symposium on System Identification, 19th IFAC Symposium on System Identification, Jul 2021, Padova (on line conference), Italy
Publication Year :
2021
Publisher :
Elsevier BV, 2021.

Abstract

International audience; This article presents a discrete-time identification method able to characterize multiscale systems. It belongs to the pseudo-linear regression class, and uses a model parameterization established on generalized bases of orthonormal transfer functions. An analysis of the estimated parameters accuracy is provided, and in order to tend towards statistical efficiency, an iterative procedure of the basis poles selection is proposed. Simulation examples show the interest of the approach.

Details

ISSN :
24058963
Volume :
54
Database :
OpenAIRE
Journal :
IFAC-PapersOnLine
Accession number :
edsair.doi.dedup.....581de48c411bd757c69e7bd7f6b58e31