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
fDate :
July 31 2005-Aug. 4 2005
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;
Conference_Titel :
Neural Networks, 2005. IJCNN '05. Proceedings. 2005 IEEE International Joint Conference on
Conference_Location :
Montreal, Que.
Print_ISBN :
0-7803-9048-2
DOI :
10.1109/IJCNN.2005.1556289