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Thesis.pdf (325.43 KB)
ETD Abstract Container
Abstract Header
An Estimation Technique for Spin Echo Electron Paramagnetic Resonance
Author Info
Golub, Frank
Permalink:
http://rave.ohiolink.edu/etdc/view?acc_num=osu1372095953
Abstract Details
Year and Degree
2013, Master of Science, Ohio State University, Electrical and Computer Engineering.
Abstract
In spin echo electron paramagnetic resonance (SE-EPR) spectroscopy, traditional methods to estimate T2 relaxation time include fitting an exponential to the peaks or the integrated areas of multiple noisy echoes. These methods are suboptimal and result in lower estimation accuracy for a given acquisition time. Here, two data processing methods to estimate T2 for SE-EPR are proposed. The first method finds the maximum likelihood estimate (MLE) of T2 via parametric modeling of the spin echo and joint least-squares fitting of the collected data. The second method exploits the underlying rank-one structure in SE-EPR data via singular-value decomposition (SVD). The right singular vector corresponding to the largest singular value is then fitted with an exponential to find T2. This method bears strong similarity to a non-parametric MLE-based approach that does not assume a structure of an echo. The methods are validated using simulation and experimental data. The proposed methods provide 41-fold and 3-fold acquisition time savings over the traditional methods of fitting echo peaks and areas, respectively. Interestingly, the results also indicate that the SVD-based approach generates mean squared error nearly identical to that produced by the MLE based on parametric modeling for a wide range of SNR.
Committee
Lee Potter (Advisor)
Bradley Clymer (Committee Member)
Rizwan Ahmad (Committee Member)
Pages
52 p.
Subject Headings
Electrical Engineering
;
Medical Imaging
Keywords
electron paramagnetic resonance
;
singular value decomposition
;
spin echo
;
maximum likelihood estimation
;
Cramer-Rao lower bound
;
EPR
;
SVD
;
MLE
;
CRLB
;
CRB
;
peak picking
;
echo integration
;
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Citations
Golub, F. (2013).
An Estimation Technique for Spin Echo Electron Paramagnetic Resonance
[Master's thesis, Ohio State University]. OhioLINK Electronic Theses and Dissertations Center. http://rave.ohiolink.edu/etdc/view?acc_num=osu1372095953
APA Style (7th edition)
Golub, Frank.
An Estimation Technique for Spin Echo Electron Paramagnetic Resonance.
2013. Ohio State University, Master's thesis.
OhioLINK Electronic Theses and Dissertations Center
, http://rave.ohiolink.edu/etdc/view?acc_num=osu1372095953.
MLA Style (8th edition)
Golub, Frank. "An Estimation Technique for Spin Echo Electron Paramagnetic Resonance." Master's thesis, Ohio State University, 2013. http://rave.ohiolink.edu/etdc/view?acc_num=osu1372095953
Chicago Manual of Style (17th edition)
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Document number:
osu1372095953
Download Count:
544
Copyright Info
© 2013, all rights reserved.
This open access ETD is published by The Ohio State University and OhioLINK.