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
Link To Document :
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