Stadlthanner, Kurt and Tomé, A. M. and Theis, Fabian and Lang, Elmar and Gronwald, Wolfram and Kalbitzer, Hans-Robert (2006) Separation of water artefacts in 2D NOESY protein spectra using congruent matrix pencils. Neurocomputing 69 (4-6), pp. 497-522.
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Abstract
Multidimensional proton nuclear magnetic resonance spectra of biomolecules dissolved in aqueous solutions are usually contaminated by an intense water artifact. We discuss the application of a generalized eigenvalue decomposition (GEVD) method using a matrix pencil to solve the blind source separation (BSS) problem of removing the intense solvent peak and related artifacts. The method explores correlation matrices of the signals and their filtered versions in the frequency domain and implements a two-step algebraic procedure to solve the GEVD. Two-dimensional nuclear Overhauser enhancement spectroscopy (2D NOESY) of dissolved proteins is studied. Results are compared to those obtained with the SOBI [Belouchrani et al., IEEE Trans. Signal Process. 45(2) (1997) 434–444] algorithm which jointly diagonalizes several time-delayed correlation matrices and to those of the fastICA [Hyvärinen and Oja, Neural Comput. 9 (1996) 1483–1492] algorithm which exploits higher order statistical dependencies of random variables.
| Item Type: | Article | ||||
|---|---|---|---|---|---|
| Institutions: | Biology, Preclinical Medicine > Institut für Biophysik und physikalische Biochemie > Prof. Dr. Elmar Lang Biology, Preclinical Medicine > Institut für Biophysik und physikalische Biochemie > Prof. Dr. Dr. Hans Robert Kalbitzer | ||||
| Projects: | Graduiertenkolleg Nichtlinearität und Nichtgleichgewicht | ||||
| Identification Number: |
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| Keywords: | Blind source separation; Independent component analysis; Generalized eigenvalue decomposition; Matrix pencil; 2D NOESY Proton NMR spectra | ||||
| Subjects: | 500 Science > 530 Physics 500 Science > 570 Life sciences | ||||
| Status: | Published | ||||
| Refereed: | Yes, this version has been refereed | ||||
| Created at the University of Regensburg: | Yes | ||||
| Owner: | Redakteur Physik | ||||
| Deposited On: | 20 Mar 2007 | ||||
| Last Modified: | 01 Oct 2010 11:49 | ||||
| Item ID: | 1883 |
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