• DocumentCode
    1697842
  • Title

    Primal-dual interior point optimization for a regularized reconstruction of NMR relaxation time distributions

  • Author

    Chouzenoux, Emilie ; Moussaoui, Samira ; Idier, Jerome ; Mariette, F.

  • Author_Institution
    IGM, Univ. Paris-Est, Marne-la-Vallée, France
  • fYear
    2013
  • Firstpage
    8747
  • Lastpage
    8750
  • Abstract
    This paper deals with the reconstruction of relaxation time distributions in Nuclear Magnetic Resonance (NMR) spectroscopy. This large scale and ill-posed inverse problem is solved by the iterative minimization of a regularized objective function allowing to encode some prior assumptions on the sought distribution. The numerical optimization of the criterion is performed using a primal-dual interior point algorithm allowing to handle the non-negativity constraint. The performances of the proposed approach are illustrated through the processing of real data from a two-dimensional NMR experiment.
  • Keywords
    NMR spectroscopy; iterative methods; optimisation; relaxation; NMR relaxation time distributions; NMR spectroscopy; iterative minimization; nonnegativity constraint; nuclear magnetic resonance spectroscopy; numerical optimization; primal-dual interior point algorithm; primal-dual interior point optimization; regularized reconstruction; Computational modeling; Data models; Inverse problems; Nuclear magnetic resonance; Optimization; Presses; Laplace transform inversion; T1-T2 relaxation times; interior-point; preconditioning; primal-dual;
  • 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.2013.6639374
  • Filename
    6639374