Optimal Experimental Designs in the Flow Rate of Particles

This paper focuses on analysing the process of jam formation during the discharge by gravity of granular material stored in a 2D silo. The aim of the paper is twofold. Firstly, optimal experimental designs are computed, in which four approaches are considered: D–optimality, a combination of D–optimality and a cost/gain function, Bayesian D–optimality and sequential designing. These results reveal that the efficiency of the design used by the experimenters can be improved dramatically. A sensitivity analysis with respect to the most important parameter is also performed. Secondly, estimation of the unknown parameters is done using least squares, i.e. assuming normality, and also via maximum likelihood assuming the exponential distribution. Simulations for the designs considered in this paper show that the variance, the mean square error and the bias of the estimators using maximum likelihood are in most cases lower than those using least squares.

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PID https://www.doi.org/10.6084/m9.figshare.1407390
PID https://www.doi.org/10.6084/m9.figshare.1407390.v1
PID https://www.doi.org/10.6084/m9.figshare.1407390.v2
URL http://dx.doi.org/10.6084/m9.figshare.1407390.v1
URL https://dx.doi.org/10.6084/m9.figshare.1407390.v1
URL http://dx.doi.org/10.6084/m9.figshare.1407390
URL https://dx.doi.org/10.6084/m9.figshare.1407390
URL https://dx.doi.org/10.6084/m9.figshare.1407390.v2
URL http://dx.doi.org/10.6084/m9.figshare.1407390.v2
URL https://figshare.com/articles/Optimal_Experimental_Designs_in_the_Flow_Rate_of_Particles/1407390
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Access Right Open Access
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Author Amo-Salas, Mariano
Author Delgado-Márquez, Elvira
Author López-Fidalgo, Jesús
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Collected From Datacite; figshare
Hosted By figshare
Publication Date 2015-01-01
Publisher Taylor & Francis
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Language Undetermined
Resource Type Dataset
keyword FOS: Mathematics
keyword FOS: Biological sciences
keyword D–optimal design
system:type dataset
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Source https://science-innovation-policy.openaire.eu/search/dataset?datasetId=dedup_wf_001::25e1ea298bf3bade594a1b678c550010
Author jsonws_user
Last Updated 12 January 2021, 14:00 (CET)
Created 12 January 2021, 14:00 (CET)