Development and Validation of Height-Diameter Models for Cupressus lusitanica in Gergeda Forest, Ethiopia

This study was conducted to fit and evaluate ten existing nonlinear height diameter functions for Cupressus lusitanica in Gergeda forest Ethiopia. A total of 260 trees were measured for their diameter at breast height (D) and height using destructive sampling methods. This data were randomly split i...

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Main Authors: Mengesha Tsega, Awoke Guadie, Zebene Lakew Teffera, Yigez Belayneh, Dongjie Niu
Format: Article
Language:English
Published: Taylor & Francis Group 2018-07-01
Series:Forest Science and Technology
Subjects:
Online Access:http://dx.doi.org/10.1080/21580103.2018.1482794
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author Mengesha Tsega
Awoke Guadie
Zebene Lakew Teffera
Yigez Belayneh
Dongjie Niu
author_facet Mengesha Tsega
Awoke Guadie
Zebene Lakew Teffera
Yigez Belayneh
Dongjie Niu
author_sort Mengesha Tsega
collection DOAJ
description This study was conducted to fit and evaluate ten existing nonlinear height diameter functions for Cupressus lusitanica in Gergeda forest Ethiopia. A total of 260 trees were measured for their diameter at breast height (D) and height using destructive sampling methods. This data were randomly split in to two datasets for model development (50%) and for model validation (50%). Considering hetroscadasticity of variance, all functions were fitted using weighted nonlinear least square regression. To evaluate the performance of each model, five fit statistics-such as Coefficient of determination (R2), root mean square error (RMSE), bias (Ē), absolute mean deviation (AMD), and coefficient of variation (CV%) were used. Among all the models tested, the Weibull type function of the form H = 1.3 + a (1-exp (-bDc)) + ɛ was observed to give the best fit based on the model’s goodness of fit and predictive ability. Therefore, this model with three parameters has been conformed to provide reliable estimate of total tree height for Cupressus lusitanica in Gergeda forest, Ethiopia.
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spelling doaj.art-2a7a99aab6314482893262d3180f8e2c2022-12-21T23:59:35ZengTaylor & Francis GroupForest Science and Technology2158-01032158-07152018-07-0114313814410.1080/21580103.2018.14827941482794Development and Validation of Height-Diameter Models for Cupressus lusitanica in Gergeda Forest, EthiopiaMengesha Tsega0Awoke Guadie1Zebene Lakew Teffera2Yigez Belayneh3Dongjie Niu4Tongji UniversityArba Minch UniversityTongji UniversityTongji UniversityTongji UniversityThis study was conducted to fit and evaluate ten existing nonlinear height diameter functions for Cupressus lusitanica in Gergeda forest Ethiopia. A total of 260 trees were measured for their diameter at breast height (D) and height using destructive sampling methods. This data were randomly split in to two datasets for model development (50%) and for model validation (50%). Considering hetroscadasticity of variance, all functions were fitted using weighted nonlinear least square regression. To evaluate the performance of each model, five fit statistics-such as Coefficient of determination (R2), root mean square error (RMSE), bias (Ē), absolute mean deviation (AMD), and coefficient of variation (CV%) were used. Among all the models tested, the Weibull type function of the form H = 1.3 + a (1-exp (-bDc)) + ɛ was observed to give the best fit based on the model’s goodness of fit and predictive ability. Therefore, this model with three parameters has been conformed to provide reliable estimate of total tree height for Cupressus lusitanica in Gergeda forest, Ethiopia.http://dx.doi.org/10.1080/21580103.2018.1482794Cupressus lusitanicadestructive samplinggergeda foresthetroscadasticitymodel validationweighted least square
spellingShingle Mengesha Tsega
Awoke Guadie
Zebene Lakew Teffera
Yigez Belayneh
Dongjie Niu
Development and Validation of Height-Diameter Models for Cupressus lusitanica in Gergeda Forest, Ethiopia
Forest Science and Technology
Cupressus lusitanica
destructive sampling
gergeda forest
hetroscadasticity
model validation
weighted least square
title Development and Validation of Height-Diameter Models for Cupressus lusitanica in Gergeda Forest, Ethiopia
title_full Development and Validation of Height-Diameter Models for Cupressus lusitanica in Gergeda Forest, Ethiopia
title_fullStr Development and Validation of Height-Diameter Models for Cupressus lusitanica in Gergeda Forest, Ethiopia
title_full_unstemmed Development and Validation of Height-Diameter Models for Cupressus lusitanica in Gergeda Forest, Ethiopia
title_short Development and Validation of Height-Diameter Models for Cupressus lusitanica in Gergeda Forest, Ethiopia
title_sort development and validation of height diameter models for cupressus lusitanica in gergeda forest ethiopia
topic Cupressus lusitanica
destructive sampling
gergeda forest
hetroscadasticity
model validation
weighted least square
url http://dx.doi.org/10.1080/21580103.2018.1482794
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