Hierarchical pedotransfer functions for predicting bulk density in Brazilian soils
Autor(a) principal: | |
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Data de Publicação: | 2023 |
Outros Autores: | , , , , , , , |
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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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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1824950543220473857 |