DocumentCode :
1790837
Title :
An improved Bayesian inversion method for the estimation of multimodal particle size distributions using multiangle Dynamic Light Scattering measurements
Author :
Boualem, A. ; Jabloun, M. ; Ravier, Ph ; Naiim, M. ; Mocha, A.
Author_Institution :
PRISME, Univ. Orleans, Orleans, France
fYear :
2014
fDate :
June 29 2014-July 2 2014
Firstpage :
360
Lastpage :
363
Abstract :
An improved and robust Bayesian method is proposed to estimate the number-weighted Particle Size-Distributions (PSD) from data obtained by Multiangle Dynamic Light Scattering (MDLS). Compared to former approach presented by Clementi, the originality of our method lies in the fact that it is directly applied to raw MDLS data without any preprocessing. Indeed, the PSD Bayesian estimation proposed by Clementi requires the prior evaluation of the harmonic intensity averaged particle diameters at different angles by means of the cumulants method. The spreading of the estimation errors is inherent in this method which makes the multimodal PSD estimation worsens. The efficiency and robustness of the method proposed are evaluated through simulated and experimental data. Comparisons with the Clementi method are also presented. We show an improvement of the resolution and the repeatability, and a better correlation between our results and the original distributions.
Keywords :
Bayes methods; light scattering; particle size; particle size measurement; polymers; Bayesian inversion method; MDLS; PSD; cumulants method; estimation errors; harmonic intensity averaged particle diameters; multiangle dynamic light scattering measurements; multimodal particle size distributions; number-weighted particle size-distributions; Atmospheric measurements; Bayes methods; Estimation; Light scattering; Noise; Noise measurement; Particle measurements; Bayesian Inference; Inverse Problem; MCMC; Multiangle Dynamic Light Scattering; Particle Size Distribution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Statistical Signal Processing (SSP), 2014 IEEE Workshop on
Conference_Location :
Gold Coast, VIC
Type :
conf
DOI :
10.1109/SSP.2014.6884650
Filename :
6884650
Link To Document :
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