1. Analysis of fluid velocity inside an agricultural sprayer using generalized linear mixed models
- Author
-
Mariano Vidal, Raúl V. Guevara-Viera, Carlos S. Torres-Inga, F. J. García-Ramos, Ángel Javier Aguirre, Guillermo E. Guevara-Viera, and Antonio Boné
- Subjects
covariance structure ,Residual ,01 natural sciences ,lcsh:Technology ,Generalized linear mixed model ,lcsh:Chemistry ,010104 statistics & probability ,Goodness of fit ,Bayesian information criterion ,Applied mathematics ,General Materials Science ,0101 mathematics ,information criteria ,Instrumentation ,lcsh:QH301-705.5 ,Mathematics ,Fluid Flow and Transfer Processes ,link function ,Covariance matrix ,lcsh:T ,Process Chemistry and Technology ,General Engineering ,random-effects ,04 agricultural and veterinary sciences ,Random effects model ,lcsh:QC1-999 ,Computer Science Applications ,Flow velocity ,lcsh:Biology (General) ,lcsh:QD1-999 ,lcsh:TA1-2040 ,040103 agronomy & agriculture ,0401 agriculture, forestry, and fisheries ,Akaike information criterion ,lcsh:Engineering (General). Civil engineering (General) ,residual variance ,lcsh:Physics - 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&rsquo, 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.
- Published
- 2020