Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils

Detalhes bibliográficos
Autor(a) principal: REIS, Aline Mari Huf dos
Data de Publicação: 2023
Outros Autores: TEIXEIRA, Wenceslau Geraldes, FONTANA, Ademir, BARROS, Alexandre Hugo Cezar, VICTORIA, Daniel de Castro, VASQUES, Gustavo Mattos, SAMUEL-ROSA, Alessandro, OTTONI, Marta Vasconcelos, MONTEIRO, José Eduardo Boffino de Almeida
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional de Geociências - RIGEO
Texto Completo: https://rigeo.sgb.gov.br/handle/doc/24603
Resumo: Bulk density (BD) is a soil physical property used as a soil quality indicator and variations in this measurement influence soil water content and carbon stock estimates. This study aims to compile a database of samples of bulk density, textural fractions, and organic carbon values, as well as evaluate the accuracy of published pedotransfer functions (PTF) that predict bulk density, and propose a hierarchical PTF to predict the bulk density of Brazilian Soils. The performance of eleven PTFs and the newly proposed PTFs were evaluated and compared using the root mean square error (RMSE) and coefficient of determination (R2) based on a testing soil database collected from the literature. We noticed a slight improvement in accuracy when organic carbon and coarse and fine sand fractions were included as predictors alongside silt and clay. The best results with existing PTFs were obtained by PTF-A in Tomasella and Hodnett (1998) (RMSE = 0.20 g cm–3) and PTF-F in Benites et al. (2007) (RMSE = 0.17 g cm–3). Our proposed PTFs use textural fractions and organic carbon as predictors in a hierarchical form. The proposed PTF-4, which uses fine sand, coarse sand, clay, and organic carbon, presented the lowest value for RMSE (0.14 g cm–3) for BD prediction.
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spelling Hierarchical pedotransfer functions for predicting bulk density in Brazilian soilsTransfer functionsData compilationTextural fractionsOrganic carbon contentBulk density (BD) is a soil physical property used as a soil quality indicator and variations in this measurement influence soil water content and carbon stock estimates. This study aims to compile a database of samples of bulk density, textural fractions, and organic carbon values, as well as evaluate the accuracy of published pedotransfer functions (PTF) that predict bulk density, and propose a hierarchical PTF to predict the bulk density of Brazilian Soils. The performance of eleven PTFs and the newly proposed PTFs were evaluated and compared using the root mean square error (RMSE) and coefficient of determination (R2) based on a testing soil database collected from the literature. We noticed a slight improvement in accuracy when organic carbon and coarse and fine sand fractions were included as predictors alongside silt and clay. The best results with existing PTFs were obtained by PTF-A in Tomasella and Hodnett (1998) (RMSE = 0.20 g cm–3) and PTF-F in Benites et al. (2007) (RMSE = 0.17 g cm–3). Our proposed PTFs use textural fractions and organic carbon as predictors in a hierarchical form. The proposed PTF-4, which uses fine sand, coarse sand, clay, and organic carbon, presented the lowest value for RMSE (0.14 g cm–3) for BD prediction.2023-12-27Universidade de São Paulo - ESALQ2023-12-27T21:09:27Z2023-12-27T21:09:27Z2023-05-21info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfREIS, A. M. H.; TEIXEIRA, W. G.; FONTANA, A.; BARROS, A. H. C.; VICTORIA, D. de C.; VASQUES, G. M.; SAMUEL-ROSA, A.; OTTONI, M. V.; MONTEIRO, J. E. B. de A. Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils. Scientia Agricola, Piracicaba, v. 81, 2024. DOI: https://doi.org/10.1590/1678-992X-2022-0255.1678-992Xhttps://rigeo.sgb.gov.br/handle/doc/24603REIS, Aline Mari Huf dosTEIXEIRA, Wenceslau GeraldesFONTANA, AdemirBARROS, Alexandre Hugo CezarVICTORIA, Daniel de CastroVASQUES, Gustavo MattosSAMUEL-ROSA, AlessandroOTTONI, Marta VasconcelosMONTEIRO, José Eduardo Boffino de Almeidainfo:eu-repo/semantics/openAccessengreponame:Repositório Institucional de Geociências - RIGEOinstname:Companhia de Pesquisa de Recursos Minerais (CPRM)instacron:CPRM2023-12-27T21:09:30Zoai:rigeo.sgb.gov.br:doc/24603Repositório InstitucionalONGhttps://rigeo.sgb.gov.br/oai/requestrigeo@sgb.gov.bropendoar:43362025-02-24T10:36:49.048971Repositório Institucional de Geociências - RIGEO - Companhia de Pesquisa de Recursos Minerais (CPRM)false
dc.title.none.fl_str_mv Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils
title Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils
spellingShingle Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils
REIS, Aline Mari Huf dos
Transfer functions
Data compilation
Textural fractions
Organic carbon content
title_short Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils
title_full Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils
title_fullStr Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils
title_full_unstemmed Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils
title_sort Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils
author REIS, Aline Mari Huf dos
author_facet REIS, Aline Mari Huf dos
TEIXEIRA, Wenceslau Geraldes
FONTANA, Ademir
BARROS, Alexandre Hugo Cezar
VICTORIA, Daniel de Castro
VASQUES, Gustavo Mattos
SAMUEL-ROSA, Alessandro
OTTONI, Marta Vasconcelos
MONTEIRO, José Eduardo Boffino de Almeida
author_role author
author2 TEIXEIRA, Wenceslau Geraldes
FONTANA, Ademir
BARROS, Alexandre Hugo Cezar
VICTORIA, Daniel de Castro
VASQUES, Gustavo Mattos
SAMUEL-ROSA, Alessandro
OTTONI, Marta Vasconcelos
MONTEIRO, José Eduardo Boffino de Almeida
author2_role author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv REIS, Aline Mari Huf dos
TEIXEIRA, Wenceslau Geraldes
FONTANA, Ademir
BARROS, Alexandre Hugo Cezar
VICTORIA, Daniel de Castro
VASQUES, Gustavo Mattos
SAMUEL-ROSA, Alessandro
OTTONI, Marta Vasconcelos
MONTEIRO, José Eduardo Boffino de Almeida
dc.subject.por.fl_str_mv Transfer functions
Data compilation
Textural fractions
Organic carbon content
topic Transfer functions
Data compilation
Textural fractions
Organic carbon content
description Bulk density (BD) is a soil physical property used as a soil quality indicator and variations in this measurement influence soil water content and carbon stock estimates. This study aims to compile a database of samples of bulk density, textural fractions, and organic carbon values, as well as evaluate the accuracy of published pedotransfer functions (PTF) that predict bulk density, and propose a hierarchical PTF to predict the bulk density of Brazilian Soils. The performance of eleven PTFs and the newly proposed PTFs were evaluated and compared using the root mean square error (RMSE) and coefficient of determination (R2) based on a testing soil database collected from the literature. We noticed a slight improvement in accuracy when organic carbon and coarse and fine sand fractions were included as predictors alongside silt and clay. The best results with existing PTFs were obtained by PTF-A in Tomasella and Hodnett (1998) (RMSE = 0.20 g cm–3) and PTF-F in Benites et al. (2007) (RMSE = 0.17 g cm–3). Our proposed PTFs use textural fractions and organic carbon as predictors in a hierarchical form. The proposed PTF-4, which uses fine sand, coarse sand, clay, and organic carbon, presented the lowest value for RMSE (0.14 g cm–3) for BD prediction.
publishDate 2023
dc.date.none.fl_str_mv 2023-12-27T21:09:27Z
2023-12-27T21:09:27Z
2023-05-21
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv REIS, A. M. H.; TEIXEIRA, W. G.; FONTANA, A.; BARROS, A. H. C.; VICTORIA, D. de C.; VASQUES, G. M.; SAMUEL-ROSA, A.; OTTONI, M. V.; MONTEIRO, J. E. B. de A. Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils. Scientia Agricola, Piracicaba, v. 81, 2024. DOI: https://doi.org/10.1590/1678-992X-2022-0255.
1678-992X
https://rigeo.sgb.gov.br/handle/doc/24603
identifier_str_mv REIS, A. M. H.; TEIXEIRA, W. G.; FONTANA, A.; BARROS, A. H. C.; VICTORIA, D. de C.; VASQUES, G. M.; SAMUEL-ROSA, A.; OTTONI, M. V.; MONTEIRO, J. E. B. de A. Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils. Scientia Agricola, Piracicaba, v. 81, 2024. DOI: https://doi.org/10.1590/1678-992X-2022-0255.
1678-992X
url https://rigeo.sgb.gov.br/handle/doc/24603
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade de São Paulo - ESALQ
publisher.none.fl_str_mv Universidade de São Paulo - ESALQ
dc.source.none.fl_str_mv reponame:Repositório Institucional de Geociências - RIGEO
instname:Companhia de Pesquisa de Recursos Minerais (CPRM)
instacron:CPRM
instname_str Companhia de Pesquisa de Recursos Minerais (CPRM)
instacron_str CPRM
institution CPRM
reponame_str Repositório Institucional de Geociências - RIGEO
collection Repositório Institucional de Geociências - RIGEO
repository.name.fl_str_mv Repositório Institucional de Geociências - RIGEO - Companhia de Pesquisa de Recursos Minerais (CPRM)
repository.mail.fl_str_mv rigeo@sgb.gov.br
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