A Monte-Carlo-Based Network Method for Source Positioning in Bioluminescence Tomography
We present an approach based on the improved Levenberg Marquardt (LM) algorithm of backpropagation (BP) neural network to estimate the light source position in bioluminescent imaging. For solving...
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Series: | International Journal of Biomedical Imaging |
Online Access: | http://dx.doi.org/10.1155/2007/48989 |
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doaj-89efcc025d0a4d229ffb6c9ee2b12f0a2020-11-25T00:33:01ZengHindawi LimitedInternational Journal of Biomedical Imaging1687-41881687-41962007-01-01200710.1155/2007/4898948989A Monte-Carlo-Based Network Method for Source Positioning in Bioluminescence TomographyZhun Xu0Xiaolei Song1Xiaomeng Zhang2Jing Bai3Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing 100084, ChinaDepartment of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing 100084, ChinaDepartment of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing 100084, ChinaDepartment of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing 100084, ChinaWe present an approach based on the improved Levenberg Marquardt (LM) algorithm of backpropagation (BP) neural network to estimate the light source position in bioluminescent imaging. For solving the forward problem, the table-based random sampling algorithm (TBRS), a fast Monte Carlo simulation method we developed before, is employed here. Result shows that BP is an effective method to position the light source.http://dx.doi.org/10.1155/2007/48989 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Zhun Xu Xiaolei Song Xiaomeng Zhang Jing Bai |
spellingShingle |
Zhun Xu Xiaolei Song Xiaomeng Zhang Jing Bai A Monte-Carlo-Based Network Method for Source Positioning in Bioluminescence Tomography International Journal of Biomedical Imaging |
author_facet |
Zhun Xu Xiaolei Song Xiaomeng Zhang Jing Bai |
author_sort |
Zhun Xu |
title |
A Monte-Carlo-Based Network Method for Source Positioning in Bioluminescence Tomography |
title_short |
A Monte-Carlo-Based Network Method for Source Positioning in Bioluminescence Tomography |
title_full |
A Monte-Carlo-Based Network Method for Source Positioning in Bioluminescence Tomography |
title_fullStr |
A Monte-Carlo-Based Network Method for Source Positioning in Bioluminescence Tomography |
title_full_unstemmed |
A Monte-Carlo-Based Network Method for Source Positioning in Bioluminescence Tomography |
title_sort |
monte-carlo-based network method for source positioning in bioluminescence tomography |
publisher |
Hindawi Limited |
series |
International Journal of Biomedical Imaging |
issn |
1687-4188 1687-4196 |
publishDate |
2007-01-01 |
description |
We present an approach based on the improved Levenberg
Marquardt (LM) algorithm of backpropagation (BP) neural network to estimate the
light source position in bioluminescent imaging. For solving the forward problem, the
table-based random sampling algorithm (TBRS), a fast Monte Carlo simulation method
we developed before, is employed here. Result shows that BP is an effective method to
position the light source. |
url |
http://dx.doi.org/10.1155/2007/48989 |
work_keys_str_mv |
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1725317800628584448 |