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