Mixed-effect non-linear modelling for diameter estimation along the stem of Tectona grandis in mid-western Brazil

被引:7
|
作者
Lanssanova, Luciano Rodrigo [1 ]
Machado, Sebastiao do Amaral [2 ]
de Almeida Garrett, Alexandre Techy [1 ]
Bonete, Izabel Passos [1 ]
Peliljari, Allan Libanio [2 ]
Filho, Afonso Figueiredo [1 ]
da Silva, Franciele Alba [2 ]
Ciarnoschi, Lucas Dalmolin [2 ]
机构
[1] Midwestern State Univ, Dept Forest Engn, Postgrad Program Forestry Sci, Irati, Parana, Brazil
[2] Univ Fed Parana, Dept Forest Engn, Postgrad Program Forestry Engn, Curitiba, Parana, Brazil
关键词
accuracy; mixed-effect modelling; modelling; non-linear regression; taper function; TEAK PLANTATIONS; TAPER EQUATIONS; GROWTH; VOLUME; ASSORTMENT;
D O I
10.2989/20702620.2018.1531279
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
This study evaluated the efficiency of taper functions and the application of mixed-effect modelling for diameter estimation along the stems of Tectona grandis. We sampled 266 trees of Tectona grandis, measuring the diameter at relative heights for volume determination, grouping the data according to three form-factor classes. Six taper functions were fitted, selecting the function with better fit performance. Six taper functions were fitted, selecting the function with better fit performance. The selected function was fitted in its basic formulation, and with the mixed non-linear modelling technique in different scenarios, and for the stem stratified in three portions of the total height. The precision and selection of the adjusted models were evaluated regarding the coefficient of determination, standard error of estimate, the Akaike information criterion, bias, quadratic error and absolute bias. According to the statistical criteria used, the model of Kozak was selected for the adjustments. For diameter estimation, the scenario with two coefficients as random effects provided an accuracy increase of 11.91%, and the mixed non-linear modelling better estimated the stem diameter for the stratified stems. In conclusion, the model of Kozak can be used to describe the stem shape of Tectona grandis, and the mixed-effect non-linear model approach was the best technique to estimate diameter along the stem of Tectona grandis.
引用
收藏
页码:167 / 173
页数:7
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