• DocumentCode
    3085627
  • Title

    Study of Uncertainties in the Inversion Algorithms for Transverse Relaxation Distribution

  • Author

    Chen Shan-shan ; Li Ran ; Yu Jie ; Wang Hong-Zhi ; Zhang Xue-Long

  • Author_Institution
    Sch. of Med. Instrum. & Food Eng., Univ. of Shanghai for Sci. & Technol., Shanghai, China
  • fYear
    2010
  • fDate
    18-20 June 2010
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    Nuclear magnetic resonance (NMR) relaxation spectrum is often used as fingerprints of molecular species, structure and dynamics in the study of complex multiphase system. Inversion algorithms such as singular value decomposition (SVD), Non-negative least square (NNLS), Solid iteration rebuild technique (SIRT) have been widely used in analyzing NMR data to obtain a T1 or T2 spectrum. However, due to the ill-conditioned nature of such inversion, it is difficult to determine the reliability of the inversion result. The concrete model is realized in MATLAB according the thought of the above three algorithms in this article. We converged to the true distribution by matching up the inversion spectrum from a series of true decay data collected from the NMR analyst instrument and a noisy simulated model, then evaluated the effects of noise in the original NMR data.
  • Keywords
    NMR spectroscopy; inverse problems; iterative methods; least squares approximations; magnetic relaxation; mathematics computing; physics computing; signal processing; singular value decomposition; MATLAB; NMR data analysis; NMR relaxation spectrum; NNLS; SIRT; SVD; T1 spectrum; T2 spectrum; inversion algorithm uncertainties; inversion result reliability; nonnegative least squares; nuclear magnetic resonance; singular value decomposition; solid iteration rebuild technique; transverse relaxation distribution; Algorithm design and analysis; Data analysis; Fingerprint recognition; Least squares methods; Magnetic analysis; Mathematical model; Nuclear magnetic resonance; Singular value decomposition; Solids; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioinformatics and Biomedical Engineering (iCBBE), 2010 4th International Conference on
  • Conference_Location
    Chengdu
  • ISSN
    2151-7614
  • Print_ISBN
    978-1-4244-4712-1
  • Electronic_ISBN
    2151-7614
  • Type

    conf

  • DOI
    10.1109/ICBBE.2010.5514753
  • Filename
    5514753