Title :
Multiple transient estimation using bootstrap and subspace methods
Author :
Lundström, Dag ; Viberg, Mats ; Zoubir, Abdelhak M.
Author_Institution :
Dept. of Signals & Syst., Chalmers Univ. of Technol., Goteborg, Sweden
Abstract :
This paper presents a scheme for estimation of multiple overlapping transients in additive white noise using a single sensor. The scheme is based on three main ideas: a pole estimation method based on Kung´s algorithm; a model order estimation scheme by bootstrap/SVD; and an SVD-based change detector. By combining these schemes it is demonstrated that multiple transients with different starting points can be estimated. The method is tested on a number of simulations. The order estimation method is shown to be more accurate than AIC, for high SNR and short segments
Keywords :
parameter estimation; poles and zeros; signal detection; singular value decomposition; transient response; white noise; Kung´s algorithm; SVD; additive white noise; bootstrap methods; change detector; model order estimation; multiple transient estimation; pole estimation; sensor; simulations; subspace methods; Additive noise; Amplitude estimation; Detectors; Gaussian noise; Noise level; Signal generators; Signal to noise ratio; Statistical analysis; Testing; Transient analysis;
Conference_Titel :
Statistical Signal and Array Processing, 1998. Proceedings., Ninth IEEE SP Workshop on
Conference_Location :
Portland, OR
Print_ISBN :
0-7803-5010-3
DOI :
10.1109/SSAP.1998.739365