• DocumentCode
    1697867
  • Title

    Sparse modal estimation of 2-D NMR signals

  • Author

    Sahnoun, Souleymen ; Djermoune, El-Hadi ; Brie, David

  • Author_Institution
    CRAN, Univ. de Lorraine, Vandoeuvre, France
  • fYear
    2013
  • Firstpage
    8751
  • Lastpage
    8755
  • Abstract
    We propose a sparse modal estimation approach for analyzing 2-D NMR signals. It consists in decomposing the 2-D problem into two 1-D modal estimations. Each 1-D problem is formulated in terms of simultaneous sparse approximation which is efficiently solved using the Simultaneous Orthogonal Matching Pursuit method associated with a multi-grid dictionary refinement. Then, we propose a new criterion for mode pairing which comes down to solve a sparse approximation problem involving a low dimensional dictionary. The effectiveness of the method is demonstrated on real NMR data.
  • Keywords
    NMR spectroscopy; compressed sensing; estimation theory; iterative methods; 1D modal estimation; 2D NMR signal; low dimensional dictionary; multigrid dictionary refinement; orthogonal matching pursuit method; sparse approximation; sparse modal estimation; Approximation methods; Damping; Dictionaries; Estimation; Matching pursuit algorithms; Nuclear magnetic resonance; Sparse matrices; 2-D NMR; Modal retrieval; multi-grid; sparse approximation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2013.6639375
  • Filename
    6639375