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.
|Number of pages||6|
|Journal||IEE Conference Publication|
|Publication status||Published - 1998 Jan 1|
|Event||Proceedings of the 1998 International Conference on Control. Part 2 (of 2) - Swansea, UK|
Duration: 1998 Sep 1 → 1998 Sep 4
ASJC Scopus subject areas
- Electrical and Electronic Engineering