System identification based on wavelet packets decomposition

M. Takahashi, H. Ohmori, A. Sano

Research output: Contribution to journalConference article

1 Citation (Scopus)

Abstract

This paper is concerned with a new system identification approach based on the wavelet packets (WP) decomposition. The impulse response in the WP transform domain is estimated by using the least squares (LS) method by use of the transformed input/output data. Then the estimate of the original impulse response can be reconstructed from the estimate in the transform domain by using the property of the inverse WP transform. The MSE is evaluated and investigated, then it is clarified that the MSE can be minimized by an optimal choice of the resolution level and the packets. Therefore, it will be very effective in ill-conditioned system identification using a band-limited input signal.

Original languageEnglish
Pages (from-to)699-704
Number of pages6
JournalIEE Conference Publication
Issue number455
Publication statusPublished - 1998 Jan 1
EventProceedings of the 1998 International Conference on Control. Part 2 (of 2) - Swansea, UK
Duration: 1998 Sep 11998 Sep 4

ASJC Scopus subject areas

  • Electrical and Electronic Engineering

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