Generalized linear models and extensions for analyzing height-diameter, taper, and biomass data in managed forest stands

Detalhes bibliográficos
Ano de defesa: 2025
Autor(a) principal: Silva, Breno Gabriel da
Orientador(a): Não Informado pela instituição
Banca de defesa: Não Informado pela instituição
Tipo de documento: Tese
Tipo de acesso: Acesso aberto
Idioma: eng
Instituição de defesa: Biblioteca Digitais de Teses e Dissertações da USP
Programa de Pós-Graduação: Não Informado pela instituição
Departamento: Não Informado pela instituição
País: Não Informado pela instituição
Palavras-chave em Português:
Link de acesso: https://www.teses.usp.br/teses/disponiveis/11/11134/tde-12052025-160411/
Resumo: The use of wood for various industrial sectors, such as furniture, steel, and pulp and paper, has been growing continuously. The species of the genera Eucalyptus, Pinusstand out as the most planted in Brazil, representing approximately 9.17 million hectares according to the report from the Brazilian Tree Industry. Therefore, its of utmost importance to estimate the volume of wood, which is generally done using equations that depend on variables such as height and diameter at breast height. Obtaining diameter at breast height values is relatively simple. However, quantifying the total heights of the inventoried trees using hypsometers becomes impractical, as this procedure is typically costly and prone to human error. Hypsometric equations are used to obtain essential information about a forest stand to estimate the total height of trees based on certain dendrometric variables, such as diameter at breast height, age, dominant height, etc. They are low-cost and have high explanatory power. On the other hand, taper equations are used to estimate the total volume or any specific part of interest in trees. The objective of this study is to provide contributions to the forestry field by proposing statistical models that best represent these variables based on commonly observed effects. Initially, a literature review was conducted on hypsometric models, highlighting historical facts about the formulation and purpose of the proposals in the scientific scenario. Next, the modeling of hypsometry and stem taper under the approach of mixed-effects models is proposed for the analysis of observational data from trees of the species Eucalyptus grandis × Eucalyptus urophylla and Pinus taeda , respectively. For the diagnostic analysis of the adopted models, the least confounded residuals, along with a simulation study to assess the adequacy of the models. It is expected that the results will show that mixed-effects models present an excellent alternative to the models commonly adopted in the forestry literature.
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spelling Generalized linear models and extensions for analyzing height-diameter, taper, and biomass data in managed forest standsModelos lineares generalizados e extensões para análise de dados de altura-diâmetro, conicidade e biomassa em povoamentos florestais manejadosEucalyptusEucalyptusPinusPinusEquações de afilamentoHypsometric modelsMixed-effects modelsModelos de efeitos mistosModelos hipsométricosTaper equationsThe use of wood for various industrial sectors, such as furniture, steel, and pulp and paper, has been growing continuously. The species of the genera Eucalyptus, Pinusstand out as the most planted in Brazil, representing approximately 9.17 million hectares according to the report from the Brazilian Tree Industry. Therefore, its of utmost importance to estimate the volume of wood, which is generally done using equations that depend on variables such as height and diameter at breast height. Obtaining diameter at breast height values is relatively simple. However, quantifying the total heights of the inventoried trees using hypsometers becomes impractical, as this procedure is typically costly and prone to human error. Hypsometric equations are used to obtain essential information about a forest stand to estimate the total height of trees based on certain dendrometric variables, such as diameter at breast height, age, dominant height, etc. They are low-cost and have high explanatory power. On the other hand, taper equations are used to estimate the total volume or any specific part of interest in trees. The objective of this study is to provide contributions to the forestry field by proposing statistical models that best represent these variables based on commonly observed effects. Initially, a literature review was conducted on hypsometric models, highlighting historical facts about the formulation and purpose of the proposals in the scientific scenario. Next, the modeling of hypsometry and stem taper under the approach of mixed-effects models is proposed for the analysis of observational data from trees of the species Eucalyptus grandis × Eucalyptus urophylla and Pinus taeda , respectively. For the diagnostic analysis of the adopted models, the least confounded residuals, along with a simulation study to assess the adequacy of the models. It is expected that the results will show that mixed-effects models present an excellent alternative to the models commonly adopted in the forestry literature.O uso de madeira destinada a diversos setores industriais, como por exemplo, moveleiro, siderúrgico e de celulose, vem crescendo continuamente. As espécies dos gêneros Eucalyptus, Pinus destacam-se por serem as mais plantadas no Brasil, representando cerca de 9,17 milhões de hectares segundo o relatório da Industria Brasileira de Árvores. Portanto, é de suma importância que se estime o volume de madeira o que, geralmente, é feito a partir de equações que dependem das variáveis altura e diâmetro à altura do peito. A obtenção de valores de diâmetro à altura do peito é relativamente simples. Entretanto, a quantificação das alturas totais das árvores inventariadas, por meio de hipsômetros torna-se inviável, uma vez que tal procedimento é, em geral, uma operação onerosa e suscetível de erro humano. As equações hipsométricas são para se obterem informações primordiais de um povoamento florestal para estimar a altura total das árvores em função de algumas variáveis dendrométricas, como por exemplo, o diâmetro à altura do peito, idade, altura dominante, etc sendo de baixo custo de execução e alto poder de explicabilidade. Por outro lado, as equações de afilamento são usadas para estimar o volume total ou de qualquer parte de interesse das árvores. O objetivo deste trabalho é trazer contribuições para a área florestal, pela proposição de modelos estatísticos que melhor representem essas variáveis em função de efeitos comumente observados. Inicialmente, realizou-se uma revisão da literatura sobre os modelos hipsométricos, evidenciando fatos históricos sobre a formulação e a finalidade das propostas no cenário científico. A seguir, propõe-se a modelagem hipsométrica e do afilamento do fuste sob a abordagem dos modelos de efeitos mistos, para a análise de dados observacionais de árvores das espécies Eucalyptus grandis × Eucalyptus urophylla e Pinus taeda, respectivamente. Para a análise diagnóstica dos modelos adotados, utilizam-se os resíduos de confundimentos mínimos, além de se fazer o emprego de um estudo de simulação para avaliar a adequabilidade dos modelos em diferentes tipos de resíduos. Espera-se que os resultados demonstrem que os modelos de efeitos mistos representam uma alternativa superior aos modelos tradicionalmente adotados na literatura florestal.Biblioteca Digitais de Teses e Dissertações da USPDemetrio, Clarice Garcia BorgesSilva, Breno Gabriel da2025-02-05info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisapplication/pdfhttps://www.teses.usp.br/teses/disponiveis/11/11134/tde-12052025-160411/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPLiberar o conteúdo para acesso público.info:eu-repo/semantics/openAccesseng2025-05-14T17:45:02Zoai:teses.usp.br:tde-12052025-160411Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212025-05-14T17:45:02Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Generalized linear models and extensions for analyzing height-diameter, taper, and biomass data in managed forest stands
Modelos lineares generalizados e extensões para análise de dados de altura-diâmetro, conicidade e biomassa em povoamentos florestais manejados
title Generalized linear models and extensions for analyzing height-diameter, taper, and biomass data in managed forest stands
spellingShingle Generalized linear models and extensions for analyzing height-diameter, taper, and biomass data in managed forest stands
Silva, Breno Gabriel da
Eucalyptus
Eucalyptus
Pinus
Pinus
Equações de afilamento
Hypsometric models
Mixed-effects models
Modelos de efeitos mistos
Modelos hipsométricos
Taper equations
title_short Generalized linear models and extensions for analyzing height-diameter, taper, and biomass data in managed forest stands
title_full Generalized linear models and extensions for analyzing height-diameter, taper, and biomass data in managed forest stands
title_fullStr Generalized linear models and extensions for analyzing height-diameter, taper, and biomass data in managed forest stands
title_full_unstemmed Generalized linear models and extensions for analyzing height-diameter, taper, and biomass data in managed forest stands
title_sort Generalized linear models and extensions for analyzing height-diameter, taper, and biomass data in managed forest stands
author Silva, Breno Gabriel da
author_facet Silva, Breno Gabriel da
author_role author
dc.contributor.none.fl_str_mv Demetrio, Clarice Garcia Borges
dc.contributor.author.fl_str_mv Silva, Breno Gabriel da
dc.subject.por.fl_str_mv Eucalyptus
Eucalyptus
Pinus
Pinus
Equações de afilamento
Hypsometric models
Mixed-effects models
Modelos de efeitos mistos
Modelos hipsométricos
Taper equations
topic Eucalyptus
Eucalyptus
Pinus
Pinus
Equações de afilamento
Hypsometric models
Mixed-effects models
Modelos de efeitos mistos
Modelos hipsométricos
Taper equations
description The use of wood for various industrial sectors, such as furniture, steel, and pulp and paper, has been growing continuously. The species of the genera Eucalyptus, Pinusstand out as the most planted in Brazil, representing approximately 9.17 million hectares according to the report from the Brazilian Tree Industry. Therefore, its of utmost importance to estimate the volume of wood, which is generally done using equations that depend on variables such as height and diameter at breast height. Obtaining diameter at breast height values is relatively simple. However, quantifying the total heights of the inventoried trees using hypsometers becomes impractical, as this procedure is typically costly and prone to human error. Hypsometric equations are used to obtain essential information about a forest stand to estimate the total height of trees based on certain dendrometric variables, such as diameter at breast height, age, dominant height, etc. They are low-cost and have high explanatory power. On the other hand, taper equations are used to estimate the total volume or any specific part of interest in trees. The objective of this study is to provide contributions to the forestry field by proposing statistical models that best represent these variables based on commonly observed effects. Initially, a literature review was conducted on hypsometric models, highlighting historical facts about the formulation and purpose of the proposals in the scientific scenario. Next, the modeling of hypsometry and stem taper under the approach of mixed-effects models is proposed for the analysis of observational data from trees of the species Eucalyptus grandis × Eucalyptus urophylla and Pinus taeda , respectively. For the diagnostic analysis of the adopted models, the least confounded residuals, along with a simulation study to assess the adequacy of the models. It is expected that the results will show that mixed-effects models present an excellent alternative to the models commonly adopted in the forestry literature.
publishDate 2025
dc.date.none.fl_str_mv 2025-02-05
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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dc.language.iso.fl_str_mv eng
language eng
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dc.rights.driver.fl_str_mv Liberar o conteúdo para acesso público.
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Liberar o conteúdo para acesso público.
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dc.publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
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