A Proposal for a Hybrid Model Based on the Weibull Growth Equation in the Adjustment of Growth Curves applied to Pine Forest Species in Northern Mexico

Autor: Jonathan G. Escobar-Flores, Marcos de Almeida Souza, Carlos A. López-Sánchez, Miguel Ricardo Hernández-Velazco, João Marcelo Brazão-Protázio, Christian Wehenkel, José Ciro Hernández-Díaz
Rok vydání: 2020
Předmět:
Zdroj: The 3rd International Electronic Conference on Atmospheric Sciences.
DOI: 10.3390/iecf2020-08036
Popis: In this work, we present a hybrid methodology based on ADA, applied to the simulation of pine species from northern Mexico. From algebraic transformations and certain premises, we were able to reduce the parameter space of the Weibull growth function from three parameters to just one, the maximum diameter of the individual at the end of growth. From the point of view of complexity, we have a decrease in computational cost, because now we have only one parameter to estimate, and from a practical point of view, it is an easy parameter to obtain, even in the field. To present the quality of the method, we used the mean absolute percentage error and the quantile regression to visually present the quality of the fit. Then we compare this proposed methodology with the GADA versions for the Chapman–Richards and Hossfeld models. The results presented for the study area, to avoid generalizations, show that the proposed hybrid method was more accurate in the estimates.
Databáze: OpenAIRE