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
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