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β-NMF and sparsity promoting regularizations for complex mixture unmixing: Application to 2D HSQC NMR

Abstract: 

In Nuclear Magnetic Resonance (NMR) spectroscopy, an efficient analysis and a relevant extraction of different molecule properties from a given chemical mixture are important tasks, especially when processing bidimensional NMR data. To that end, using a blind source separation approach based on a variational formulation seems to be a good strategy. However, the poor resolution of NMR spectra and their large dimension require a new and modern blind source separation method. In this work, we propose a new variational formulation for blind source separation (BSS) based on a $\beta$-divergence data fidelity term combined with sparsity promoting regularization functions. An application to 2D HSQC NMR experiments illustrates the interest and the effectiveness of the proposed method whether in simulated or real cases.

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Paper Details

Authors:
Sandrine ANTHOINE, Caroline CHAUX
Submitted On:
15 May 2020 - 4:42am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
CHERNI Afef
Paper Code:
5666
Document Year:
2020
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Document Files

ICASSP2020_CHERNI.pdf

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[1] Sandrine ANTHOINE, Caroline CHAUX, "β-NMF and sparsity promoting regularizations for complex mixture unmixing: Application to 2D HSQC NMR", IEEE SigPort, 2020. [Online]. Available: http://sigport.org/5342. Accessed: Sep. 22, 2020.
@article{5342-20,
url = {http://sigport.org/5342},
author = {Sandrine ANTHOINE; Caroline CHAUX },
publisher = {IEEE SigPort},
title = {β-NMF and sparsity promoting regularizations for complex mixture unmixing: Application to 2D HSQC NMR},
year = {2020} }
TY - EJOUR
T1 - β-NMF and sparsity promoting regularizations for complex mixture unmixing: Application to 2D HSQC NMR
AU - Sandrine ANTHOINE; Caroline CHAUX
PY - 2020
PB - IEEE SigPort
UR - http://sigport.org/5342
ER -
Sandrine ANTHOINE, Caroline CHAUX. (2020). β-NMF and sparsity promoting regularizations for complex mixture unmixing: Application to 2D HSQC NMR. IEEE SigPort. http://sigport.org/5342
Sandrine ANTHOINE, Caroline CHAUX, 2020. β-NMF and sparsity promoting regularizations for complex mixture unmixing: Application to 2D HSQC NMR. Available at: http://sigport.org/5342.
Sandrine ANTHOINE, Caroline CHAUX. (2020). "β-NMF and sparsity promoting regularizations for complex mixture unmixing: Application to 2D HSQC NMR." Web.
1. Sandrine ANTHOINE, Caroline CHAUX. β-NMF and sparsity promoting regularizations for complex mixture unmixing: Application to 2D HSQC NMR [Internet]. IEEE SigPort; 2020. Available from : http://sigport.org/5342