Title :
Multiscale deconvolution using wavelet transform for improving the depth resolution in secondary ion mass spectrometry analysis
Author :
Boulakroune, M. Hamed ; Benatia, Djamel ; Oualkadi, Ahmed El
Author_Institution :
Electron. Dept., Univ. Colonel Hadj-Lakhdar de Batna, Batna
Abstract :
In this paper multiscale deconvolution scheme, based on Tikhonov-Miller regularization and wavelets transformation, was developed and applied to improve the depth resolution of secondary ion mass spectrometry (SIMS) analysis. Both local applying of the regularization parameter and shrinking the wavelet coefficients of blurred and estimated solutions at each resolution level in the multiscale deconvolution provide to smoothed results without the risk of generating spurious oscillations related to noise content in the profile. This, leads to a significant improvement of the depth resolution. The results obtained by using multiscale deconvolution are compared to those obtained by mono resolution deconvolution method which is Tikhonov-Miller regularization with a model of solution. The advantages of multiresolution deconvolution are presented and discussed.
Keywords :
deconvolution; oscillations; secondary ion mass spectra; signal resolution; wavelet transforms; depth resolution; monoresolution deconvolution; multiscale deconvolution; regularization parameter; secondary ion mass spectrometry analysis; spurious oscillations; wavelet transform; Circuits and systems; Deconvolution; Degradation; Mass spectroscopy; Noise generators; Signal analysis; Signal resolution; Wavelet analysis; Wavelet coefficients; Wavelet transforms;
Conference_Titel :
Signals, Circuits and Systems, 2008. SCS 2008. 2nd International Conference on
Conference_Location :
Monastir
Print_ISBN :
978-1-4244-2627-0
Electronic_ISBN :
978-1-4244-2628-7
DOI :
10.1109/ICSCS.2008.4746882