DocumentCode
446103
Title
An algorithm for automatic assignment of artifact-related independent components in biomedical signal analysis
Author
Böhm, M. ; Stadlthanner, K. ; Lang, E.W. ; Theis, F.J. ; Gruber, P. ; Tomé, A.M. ; Teixeira, A.R. ; Puntonet, C.G.
Author_Institution
Inst. of Biophys., Regensburg Univ., Regensburg, Germany
Volume
4
fYear
2005
fDate
July 31 2005-Aug. 4 2005
Firstpage
2463
Abstract
In this work an automatic assignment tool for estimated independent components within an independent component analysis is presented. The tool is applied to the problem of removing the water resonance and related artifacts from multi-dimensional proton NMR spectra. The algorithm uses local PCA to approximate the water artifact and defines a suitable cost function which is optimized using simulated annealing. The blind extraction of artifact-related source signals is effected by a recently developed algorithm called dAMUSE.
Keywords
blind source separation; independent component analysis; medical signal processing; nuclear magnetic resonance; simulated annealing; artifact-related independent components; artifact-related source signals; automatic assignment; biomedical signal analysis; blind source separation; cost function; independent component analysis; nuclear magnetic resonance; simulated annealing; Independent component analysis; Matrix decomposition; Nuclear magnetic resonance; Principal component analysis; Protons; Signal analysis; Signal processing; Signal processing algorithms; Simulated annealing; Source separation;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2005. IJCNN '05. Proceedings. 2005 IEEE International Joint Conference on
Conference_Location
Montreal, Que.
Print_ISBN
0-7803-9048-2
Type
conf
DOI
10.1109/IJCNN.2005.1556289
Filename
1556289
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