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Analysis of Fluid Velocity inside an Agricultural Sprayer Using Generalized Linear Mixed Models

Authors :
Ángel Javier Aguirre
Guillermo E. Guevara-Viera
Carlos S. Torres-Inga
Raúl V. Guevara-Viera
Antonio Boné
Mariano Vidal
Francisco Javier García-Ramos
Source :
Applied Sciences, Vol 10, Iss 15, p 5029 (2020)
Publication Year :
2020
Publisher :
MDPI AG, 2020.

Abstract

The fluid velocity inside the tank of agricultural sprayers is an indicator of the quality of the mixture. This study aims to formulate the best generalized linear mixed model to infer the fluid velocity inside a tank under specific operational parameters of the agitation system, such as liquid level, circuit pressures, and number of active nozzles. A complex model was developed that included operational parameters as fixed effects (FE) and the section of the tank as the random effect. The goodness of fit of the model was evaluated by considering the lowest values of Akaike’s information criteria and Bayesian information criterion, and by estimating the residual variance. The gamma distribution and log-link function enhanced the goodness of fit of the best model. The Toeplitz structure was chosen as the structure of the covariance matrix. SPSS and SAS software were used to compute the model. The analysis showed that the greatest influence on the fluid velocity was exerted by the liquid level in the tank, followed by the circuit pressure and, finally, the number of active nozzles. The development presented here could serve as a guide for formulating models to evaluate the efficiency of the agitation system of agricultural sprayers.

Details

Language :
English
ISSN :
20763417
Volume :
10
Issue :
15
Database :
Directory of Open Access Journals
Journal :
Applied Sciences
Publication Type :
Academic Journal
Accession number :
edsdoj.853856e8d3c64c1ea60205b6f0914bf3
Document Type :
article
Full Text :
https://doi.org/10.3390/app10155029