Title :
Decimation and SVD to estimate exponentially damped sinusoids in the presence of noise
Author :
Fotinea, Stavroula-Evita ; Dologlou, Ioannis ; Carayannis, George
Abstract :
A new state-space method for spectral estimation that performs decimation by factor two while it makes use of the full set of data available is presented. The proposed method, called DESE2, is based on singular value decomposition in order to estimate frequency, damping factor, amplitude and phase of exponentially damped sinusoids in the presence of noise. The DESE2 method is compared against some previously proposed methods for spectral estimation that lie among the most promising methods in the field of spectroscopy, where accuracy of parameter estimation is of utmost importance. Experiments performed on a typical simulated NMR signal prove the new method to be more robust, especially for low signal to noise ratio. The new method outperforms the other two not only by presenting lower failure rates but also by incorporating enhanced discriminative analysis while at the same time it benefits from the use of the full data set
Keywords :
amplitude estimation; biomedical MRI; frequency estimation; medical image processing; noise; phase estimation; singular value decomposition; spectral analysis; state-space methods; DESE2; amplitude estimation; damping factor; decimation; discriminative analysis; exponentially damped sinusoids estimation; failure rates; frequency estimation; low signal to noise ratio; noise; parameter estimation; phase estimation; simulated NMR signal; singular value decomposition; spectral estimation; spectroscopy; state-space method; Amplitude estimation; Damping; Frequency estimation; Noise level; Phase estimation; Phase noise; Singular value decomposition; Spectroscopy; State estimation; State-space methods;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940307