DocumentCode
862557
Title
Higher Order Tensor-Based Method for Delayed Exponential Fitting
Author
Boyer, Rémy ; De Lathauwer, Lieven ; Abed-Meraim, Karim
Author_Institution
Lab. des Signaux et Systemes (LSS-Supelec), CNRS, Paris
Volume
55
Issue
6
fYear
2007
fDate
6/1/2007 12:00:00 AM
Firstpage
2795
Lastpage
2809
Abstract
We present subspace-based schemes for the estimation of the poles (angular frequencies and damping factors) of a sum of damped and delayed sinusoids. In our model, each component is supported over a different time frame, depending on the delay parameter. Classical subspace-based methods are not suited to handle signals with varying time supports. In this contribution, we propose solutions based on the approximation of a partially structured Hankel-type tensor on which the data are mapped. We show, by means of several examples, that the approach based on the best rank-(R1,R2,R3) approximation of the data tensor outperforms the current tensor and matrix-based techniques in terms of the accuracy of the angular frequency and damping factor parameter estimates, especially in the context of difficult scenarios as in the low signal-to-noise ratio regime and for closely spaced sinusoids
Keywords
Hankel matrices; approximation theory; signal processing; tensors; angular frequency; damped sinusoids; damping factor; delayed exponential fitting; delayed sinusoids; higher order tensor-based method; matrix-based techniques; partially structured Hankel-type tensor; signal-to-noise ratio; subspace-based schemes; Algebra; Damping; Delay effects; Delay estimation; Frequency estimation; Parameter estimation; Power system modeling; Power system transients; Singular value decomposition; Tensile stress; Conditional Cramér–Rao bound (CCRB); damped and delayed sinusoids; higher order tensor; rank reduction; singular value decomposition (SVD); subspace-based parameter estimation;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2007.893981
Filename
4203043
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