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Analysis of Simulated Fluorescence Intensities Decays by a New Maximum Entropy Method Algorithm

A new algorithm for the Maximum Entropy Method (MEM) is proposed for recovering the lifetime distribution in time-resolved fluorescence decays. The procedure is based on seeking the distribution that maximizes the Skilling entropy function subjected to the chi-squared constraint χ (2) ~ 1 through it...

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Detalles Bibliográficos
Autores principales: Esposito, Rosario, Altucci, Carlo, Velotta, Raffaele
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3556474/
https://www.ncbi.nlm.nih.gov/pubmed/23080525
http://dx.doi.org/10.1007/s10895-012-1135-0
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author Esposito, Rosario
Altucci, Carlo
Velotta, Raffaele
author_facet Esposito, Rosario
Altucci, Carlo
Velotta, Raffaele
author_sort Esposito, Rosario
collection PubMed
description A new algorithm for the Maximum Entropy Method (MEM) is proposed for recovering the lifetime distribution in time-resolved fluorescence decays. The procedure is based on seeking the distribution that maximizes the Skilling entropy function subjected to the chi-squared constraint χ (2) ~ 1 through iterative linear approximations, LU decomposition of the Hessian matrix of the lagrangian problem and the Golden Section Search for backtracking. The accuracy of this algorithm has been investigated through comparisons with simulated fluorescence decays both of narrow and broad lifetime distributions. The proposed approach is capable to analyse datasets of up to 4,096 points with a discretization ranging from 100 to 1,000 lifetimes. A good agreement with non linear fitting estimates has been observed when the method has been applied to multi-exponential decays. Remarkable results have been also obtained for the broad lifetime distributions where the position is recovered with high accuracy and the distribution width is estimated within 3 %. These results indicate that the procedure proposed generates MEM lifetime distributions that can be used to quantify the real heterogeneity of lifetimes in a sample.
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spelling pubmed-35564742013-01-28 Analysis of Simulated Fluorescence Intensities Decays by a New Maximum Entropy Method Algorithm Esposito, Rosario Altucci, Carlo Velotta, Raffaele J Fluoresc Original Paper A new algorithm for the Maximum Entropy Method (MEM) is proposed for recovering the lifetime distribution in time-resolved fluorescence decays. The procedure is based on seeking the distribution that maximizes the Skilling entropy function subjected to the chi-squared constraint χ (2) ~ 1 through iterative linear approximations, LU decomposition of the Hessian matrix of the lagrangian problem and the Golden Section Search for backtracking. The accuracy of this algorithm has been investigated through comparisons with simulated fluorescence decays both of narrow and broad lifetime distributions. The proposed approach is capable to analyse datasets of up to 4,096 points with a discretization ranging from 100 to 1,000 lifetimes. A good agreement with non linear fitting estimates has been observed when the method has been applied to multi-exponential decays. Remarkable results have been also obtained for the broad lifetime distributions where the position is recovered with high accuracy and the distribution width is estimated within 3 %. These results indicate that the procedure proposed generates MEM lifetime distributions that can be used to quantify the real heterogeneity of lifetimes in a sample. Springer US 2012-10-19 2013 /pmc/articles/PMC3556474/ /pubmed/23080525 http://dx.doi.org/10.1007/s10895-012-1135-0 Text en © The Author(s) 2012 https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License which permits any use, distribution, and reproduction in any medium, provided the original author(s) and the source are credited.
spellingShingle Original Paper
Esposito, Rosario
Altucci, Carlo
Velotta, Raffaele
Analysis of Simulated Fluorescence Intensities Decays by a New Maximum Entropy Method Algorithm
title Analysis of Simulated Fluorescence Intensities Decays by a New Maximum Entropy Method Algorithm
title_full Analysis of Simulated Fluorescence Intensities Decays by a New Maximum Entropy Method Algorithm
title_fullStr Analysis of Simulated Fluorescence Intensities Decays by a New Maximum Entropy Method Algorithm
title_full_unstemmed Analysis of Simulated Fluorescence Intensities Decays by a New Maximum Entropy Method Algorithm
title_short Analysis of Simulated Fluorescence Intensities Decays by a New Maximum Entropy Method Algorithm
title_sort analysis of simulated fluorescence intensities decays by a new maximum entropy method algorithm
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3556474/
https://www.ncbi.nlm.nih.gov/pubmed/23080525
http://dx.doi.org/10.1007/s10895-012-1135-0
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