New general nonlinear representations for system operators

Research output: Journal Publications and Reviews (RGC: 21, 22, 62)22_Publication in policy or professional journal

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Author(s)

Detail(s)

Original languageEnglish
Pages (from-to)384-386
Journal / PublicationProceedings - IEEE International Symposium on Circuits and Systems
Volume1
Publication statusPublished - 1990
Externally publishedYes

Conference

Title1990 IEEE International Symposium on Circuits and Systems Part 4 (of 4)
CityNew Orleans, LA, USA
Period1 - 3 May 1990

Abstract

A representation for nonlinear system operators is proposed by considering a nonlinear dynamic system as a continuous time-dependent functional for causal signals. The representation is based on a Gaussian-type kernel functional and is suitable for some special purposes such as nonlinear system identification, pattern recognition, nonlinear estimation, and signal processing. It is proved that the basis of such a representation is a generalized Haar system, and under certain very weak conditions on the coefficients of the resultant system, it is shown that the reconstructed nonlinear system converges to a continuous time-dependent functional which represents a true system, as the number of input-output data-points tends to infinity. An existence and uniqueness result on the best uniform approximation of such finite-dimensional representations to a given system is established.