The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges
Autor(a) principal: | |
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Data de Publicação: | 2019 |
Outros Autores: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UNESP |
Texto Completo: | http://dx.doi.org/10.1016/j.geoderma.2019.05.043 http://hdl.handle.net/11449/189483 |
Resumo: | The present study was developed in a joint partnership with the Brazilian pedometrics community to standardize and evaluate spectra within the 350–2500 nm range of Brazilian soils. The Brazilian Soil Spectral Library (BSSL) began in 1995, creating a protocol to gather soil samples from different locations in Brazil. The BSSL reached 39,284 soil samples from 65 contributors representing 41 institutions from all 26 states. Through the BSSL spectra database, it was possible to estimate important soil attributes, such as clay, sand, soil organic carbon, cation exchange capacity, pH and base saturation, resulting in differences among the multi-scale models taking Brazil (overall), regional and state scale. In general, spectral descriptive and quantitative behavior indicated important relationship with physical, chemical and mineralogical properties. Statistical analyses showed that six basic patterns of spectral signatures represent the Brazilian soils types and that environmental conditions explain the differences in spectra. This study demonstrates that spectroscopy analyses along with the establishment of soil spectral libraries are a powerful technique for providing information on a national and regional levels. We also developed an interactive online platform showing soil sample locations and their contributors. As soil spectroscopy is considered a fast, simple, accurate and nondestructive analytical procedure, its application may be integrated with wet analysis as an alternative to support the sustainable management of soils. |
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The Brazilian Soil Spectral Library (BSSL): A general view, application and challengesPedometricsProximal sensingSpectral sensingVis-NIR-SWIR spectroscopyThe present study was developed in a joint partnership with the Brazilian pedometrics community to standardize and evaluate spectra within the 350–2500 nm range of Brazilian soils. The Brazilian Soil Spectral Library (BSSL) began in 1995, creating a protocol to gather soil samples from different locations in Brazil. The BSSL reached 39,284 soil samples from 65 contributors representing 41 institutions from all 26 states. Through the BSSL spectra database, it was possible to estimate important soil attributes, such as clay, sand, soil organic carbon, cation exchange capacity, pH and base saturation, resulting in differences among the multi-scale models taking Brazil (overall), regional and state scale. In general, spectral descriptive and quantitative behavior indicated important relationship with physical, chemical and mineralogical properties. Statistical analyses showed that six basic patterns of spectral signatures represent the Brazilian soils types and that environmental conditions explain the differences in spectra. This study demonstrates that spectroscopy analyses along with the establishment of soil spectral libraries are a powerful technique for providing information on a national and regional levels. We also developed an interactive online platform showing soil sample locations and their contributors. As soil spectroscopy is considered a fast, simple, accurate and nondestructive analytical procedure, its application may be integrated with wet analysis as an alternative to support the sustainable management of soils.Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Department of Soil Science Luiz de Queiroz College of Agriculture (ESALQ) University of São Paulo (USP), Ave. Pádua Dias 11, Cx. Postal 9Department of Soil Federal University of Santa Maria, Av. Roraima 1000Geographical Sciences Department Federal University of Pernambuco, Av. Ac. Hélio Ramos, s/nDepartment of Agronomy State University of Maringá, Av. Colombo 5790Department of Agriculture Biodiversity and Forestry Federal University of Santa Catarina, Rodovia Ulysses Gaboardi 3000 - Km 3Federal Rural University of Amazon, Ave. Presidente Tancredo Neves 2501Faculty of Agronomy and Veterinary Medicine University of BrasíliaEMBRAPA - Solos, R. Antônio Falcão, 402, Boa ViagemCenter of Nuclear Energy in Agriculture (CENA) USP, Av. Centenário 303CDRS/Secretary of Agriculture of São Paulo State, R. Campos Salles 507Department of Soils Federal University of Viçosa, Ave. Peter Henry Rolfs s/nEMBRAPA – Informática Agropecuária, Ave. André Tosello, 209Department of Nuclear Energy Federal University of Pernambuco, Av. Prof. Luis Freire 1000Department of Geography Federal University of Rio Grande do Norte, R. Joaquim Gregório s/nAgronomic Institute of Campinas (IAC), Ave. Barão de Itapura 1481Institute of Agricultural Sciences Federal Rural University of Amazônia, Ave. Presidente Tancredo Neves 2501, 66.077-830Department of Soil Science Federal University of LavrasFederal University of Mato Grosso, Cuiabá, Av. Fernando Corrêa da Costa 2367Department of Soils Federal Rural University of Rio de Janeiro, Rodovia BR 465, Km 07 s/nSoil and Water Sciences Department University of Florida, 2181 McCarty Hallr, PO Box 110290EMBRAPA - Solos, R. Jardim Botânico, 1024Department of Soils and Fertilizers School of Agricultural and Veterinary Studies São Paulo State University (FCAV-UNESP), Via de Acesso Prof. Paulo Donato Castellane s/nFederal University of Sergipe, Av. Marechal Rondon s/nGraduate Program in Earth Sciences (Geochemistry) Department of Geochemistry Federal Fluminense University, Outeiro São João Batista, s/nFederal Institute of the Southeast of Minas Gerais, R. Monsenhor José Augusto 204Federal University of Rio Grande do Norte, R. Joaquim Gregório s/nFederal University of PiauíEMBRAPA Milho e Sorgo, Rod MG 424 Km 45Institute of Agricultural Sciences Federal University of Jequitinhonha e Mucuri Valleys, Ave. Ver. João Narciso 1380Department of Biosystems Engineering ESALQ USP, Ave. Pádua Dias 11, Cx. Postal 9Federal University of Acre, Rodovia BR 364 Km 04Federal University of Amazonas, Av. General Rodrigo O. J. Ramos 1200EMBRAPA Clima Temperado, BR-392, km 78Department of Agronomy Federal Rural University of Pernambuco, R. Manuel de Medeiros s/nEMBRAPA Cocais, Quadra 11, Av. São Luís Rei de França 4Paraense Emílio Goeldi Museum, Av. Gov. Magalhães Barata 376Exata Laboratory, Rua Silvestre Carvalho Q 11Federal University of Rondônia, BR 364, Km 9.5Nacional Institute for Amazonian Research, Ave. André Araújo 2936Department of Forestry Sciences ESALQ-USP, Ave. Pádua Dias 11, Cx. Postal 9Department of Soils and Fertilizers School of Agricultural and Veterinary Studies São Paulo State University (FCAV-UNESP), Via de Acesso Prof. Paulo Donato Castellane s/nFAPESP: 2014/22262-0FAPESP: 2016/26176-6FAPESP: 2017/03207-6Universidade de São Paulo (USP)Federal University of Santa MariaUniversidade Federal de Pernambuco (UFPE)State University of MaringáUniversidade Federal de Santa Catarina (UFSC)Federal Rural University of AmazonUniversity of BrasíliaEmpresa Brasileira de Pesquisa Agropecuária (EMBRAPA)CDRS/Secretary of Agriculture of São Paulo StateFederal University of ViçosaFederal University of Rio Grande do NorteAgronomic Institute of Campinas (IAC)Federal Rural University of AmazôniaFederal University of LavrasFederal University of Mato GrossoFederal Rural University of Rio de JaneiroUniversity of FloridaUniversidade Estadual Paulista (Unesp)Universidade Federal de Sergipe (UFS)Federal Fluminense UniversityFederal Institute of the Southeast of Minas GeraisFederal University of PiauíFederal University of Jequitinhonha e Mucuri ValleysFederal University of AcreFederal University of AmazonasFederal Rural University of PernambucoParaense Emílio Goeldi MuseumExata LaboratoryFederal University of RondôniaNacional Institute for Amazonian ResearchDemattê, José A.M.Dotto, André CarnielettoPaiva, Ariane F.S.Sato, Marcus V.Dalmolin, Ricardo S.D.de Araújo, Maria do Socorro B.da Silva, Elisângela B.Nanni, Marcos R.ten Caten, AlexandreNoronha, Norberto C.Lacerda, Marilusa P.C.de Araújo Filho, José CoelhoRizzo, RodneiBellinaso, HenriqueFrancelino, Márcio R.Schaefer, Carlos E.G.R.Vicente, Luiz E.dos Santos, Uemeson J.de Sá Barretto Sampaio, Everardo V.Menezes, Rômulo S.C.de Souza, José João L.L.Abrahão, Walter A.P.Coelho, Ricardo M.Grego, Célia R.Lani, João L.Fernandes, Antonio R.Gonçalves, Deyvison A.M.Silva, Sérgio H.G.de Menezes, Michele D.Curi, NiltonCouto, Eduardo G.dos Anjos, Lúcia H.C.Ceddia, Marcos B.Pinheiro, Érika F.M.Grunwald, SabineVasques, Gustavo M.Marques Júnior, José [UNESP]da Silva, Airon J.Barreto, Marcos C. de VasconcelosNóbrega, Gabriel N.da Silva, Marcelo Z.de Souza, Sara F.Valladares, Gustavo S.Viana, João Herbert M.da Silva Terra, FabricioHorák-Terra, IngridFiorio, Peterson R.da Silva, Rafael C.Frade Júnior, Elizio F.Lima, Raimundo H.C.Alba, José M. Filippinide Souza Junior, Valdomiro S.Brefin, Maria De Lourdes Mendonça SantosRuivo, Maria De Lourdes P.Ferreira, Tiago O.Brait, Marny A.Caetano, Norton R.Bringhenti, Idonede Sousa Mendes, WandersonSafanelli, José L.Guimarães, Clécia C.B.Poppiel, Raul R.e Souza, Arnaldo BarrosQuesada, Carlos A.do Couto, Hilton T. Zarate2019-10-06T16:42:11Z2019-10-06T16:42:11Z2019-11-15info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1016/j.geoderma.2019.05.043Geoderma, v. 354.0016-7061http://hdl.handle.net/11449/18948310.1016/j.geoderma.2019.05.0432-s2.0-85070110163Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengGeodermainfo:eu-repo/semantics/openAccess2024-06-07T14:23:14Zoai:repositorio.unesp.br:11449/189483Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T15:41:39.119473Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false |
dc.title.none.fl_str_mv |
The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges |
title |
The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges |
spellingShingle |
The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges Demattê, José A.M. Pedometrics Proximal sensing Spectral sensing Vis-NIR-SWIR spectroscopy |
title_short |
The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges |
title_full |
The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges |
title_fullStr |
The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges |
title_full_unstemmed |
The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges |
title_sort |
The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges |
author |
Demattê, José A.M. |
author_facet |
Demattê, José A.M. Dotto, André Carnieletto Paiva, Ariane F.S. Sato, Marcus V. Dalmolin, Ricardo S.D. de Araújo, Maria do Socorro B. da Silva, Elisângela B. Nanni, Marcos R. ten Caten, Alexandre Noronha, Norberto C. Lacerda, Marilusa P.C. de Araújo Filho, José Coelho Rizzo, Rodnei Bellinaso, Henrique Francelino, Márcio R. Schaefer, Carlos E.G.R. Vicente, Luiz E. dos Santos, Uemeson J. de Sá Barretto Sampaio, Everardo V. Menezes, Rômulo S.C. de Souza, José João L.L. Abrahão, Walter A.P. Coelho, Ricardo M. Grego, Célia R. Lani, João L. Fernandes, Antonio R. Gonçalves, Deyvison A.M. Silva, Sérgio H.G. de Menezes, Michele D. Curi, Nilton Couto, Eduardo G. dos Anjos, Lúcia H.C. Ceddia, Marcos B. Pinheiro, Érika F.M. Grunwald, Sabine Vasques, Gustavo M. Marques Júnior, José [UNESP] da Silva, Airon J. Barreto, Marcos C. de Vasconcelos Nóbrega, Gabriel N. da Silva, Marcelo Z. de Souza, Sara F. Valladares, Gustavo S. Viana, João Herbert M. da Silva Terra, Fabricio Horák-Terra, Ingrid Fiorio, Peterson R. da Silva, Rafael C. Frade Júnior, Elizio F. Lima, Raimundo H.C. Alba, José M. Filippini de Souza Junior, Valdomiro S. Brefin, Maria De Lourdes Mendonça Santos Ruivo, Maria De Lourdes P. Ferreira, Tiago O. Brait, Marny A. Caetano, Norton R. Bringhenti, Idone de Sousa Mendes, Wanderson Safanelli, José L. Guimarães, Clécia C.B. Poppiel, Raul R. e Souza, Arnaldo Barros Quesada, Carlos A. do Couto, Hilton T. Zarate |
author_role |
author |
author2 |
Dotto, André Carnieletto Paiva, Ariane F.S. Sato, Marcus V. Dalmolin, Ricardo S.D. de Araújo, Maria do Socorro B. da Silva, Elisângela B. Nanni, Marcos R. ten Caten, Alexandre Noronha, Norberto C. Lacerda, Marilusa P.C. de Araújo Filho, José Coelho Rizzo, Rodnei Bellinaso, Henrique Francelino, Márcio R. Schaefer, Carlos E.G.R. Vicente, Luiz E. dos Santos, Uemeson J. de Sá Barretto Sampaio, Everardo V. Menezes, Rômulo S.C. de Souza, José João L.L. Abrahão, Walter A.P. Coelho, Ricardo M. Grego, Célia R. Lani, João L. Fernandes, Antonio R. Gonçalves, Deyvison A.M. Silva, Sérgio H.G. de Menezes, Michele D. Curi, Nilton Couto, Eduardo G. dos Anjos, Lúcia H.C. Ceddia, Marcos B. Pinheiro, Érika F.M. Grunwald, Sabine Vasques, Gustavo M. Marques Júnior, José [UNESP] da Silva, Airon J. Barreto, Marcos C. de Vasconcelos Nóbrega, Gabriel N. da Silva, Marcelo Z. de Souza, Sara F. Valladares, Gustavo S. Viana, João Herbert M. da Silva Terra, Fabricio Horák-Terra, Ingrid Fiorio, Peterson R. da Silva, Rafael C. Frade Júnior, Elizio F. Lima, Raimundo H.C. Alba, José M. Filippini de Souza Junior, Valdomiro S. Brefin, Maria De Lourdes Mendonça Santos Ruivo, Maria De Lourdes P. Ferreira, Tiago O. Brait, Marny A. Caetano, Norton R. Bringhenti, Idone de Sousa Mendes, Wanderson Safanelli, José L. Guimarães, Clécia C.B. Poppiel, Raul R. e Souza, Arnaldo Barros Quesada, Carlos A. do Couto, Hilton T. Zarate |
author2_role |
author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author |
dc.contributor.none.fl_str_mv |
Universidade de São Paulo (USP) Federal University of Santa Maria Universidade Federal de Pernambuco (UFPE) State University of Maringá Universidade Federal de Santa Catarina (UFSC) Federal Rural University of Amazon University of Brasília Empresa Brasileira de Pesquisa Agropecuária (EMBRAPA) CDRS/Secretary of Agriculture of São Paulo State Federal University of Viçosa Federal University of Rio Grande do Norte Agronomic Institute of Campinas (IAC) Federal Rural University of Amazônia Federal University of Lavras Federal University of Mato Grosso Federal Rural University of Rio de Janeiro University of Florida Universidade Estadual Paulista (Unesp) Universidade Federal de Sergipe (UFS) Federal Fluminense University Federal Institute of the Southeast of Minas Gerais Federal University of Piauí Federal University of Jequitinhonha e Mucuri Valleys Federal University of Acre Federal University of Amazonas Federal Rural University of Pernambuco Paraense Emílio Goeldi Museum Exata Laboratory Federal University of Rondônia Nacional Institute for Amazonian Research |
dc.contributor.author.fl_str_mv |
Demattê, José A.M. Dotto, André Carnieletto Paiva, Ariane F.S. Sato, Marcus V. Dalmolin, Ricardo S.D. de Araújo, Maria do Socorro B. da Silva, Elisângela B. Nanni, Marcos R. ten Caten, Alexandre Noronha, Norberto C. Lacerda, Marilusa P.C. de Araújo Filho, José Coelho Rizzo, Rodnei Bellinaso, Henrique Francelino, Márcio R. Schaefer, Carlos E.G.R. Vicente, Luiz E. dos Santos, Uemeson J. de Sá Barretto Sampaio, Everardo V. Menezes, Rômulo S.C. de Souza, José João L.L. Abrahão, Walter A.P. Coelho, Ricardo M. Grego, Célia R. Lani, João L. Fernandes, Antonio R. Gonçalves, Deyvison A.M. Silva, Sérgio H.G. de Menezes, Michele D. Curi, Nilton Couto, Eduardo G. dos Anjos, Lúcia H.C. Ceddia, Marcos B. Pinheiro, Érika F.M. Grunwald, Sabine Vasques, Gustavo M. Marques Júnior, José [UNESP] da Silva, Airon J. Barreto, Marcos C. de Vasconcelos Nóbrega, Gabriel N. da Silva, Marcelo Z. de Souza, Sara F. Valladares, Gustavo S. Viana, João Herbert M. da Silva Terra, Fabricio Horák-Terra, Ingrid Fiorio, Peterson R. da Silva, Rafael C. Frade Júnior, Elizio F. Lima, Raimundo H.C. Alba, José M. Filippini de Souza Junior, Valdomiro S. Brefin, Maria De Lourdes Mendonça Santos Ruivo, Maria De Lourdes P. Ferreira, Tiago O. Brait, Marny A. Caetano, Norton R. Bringhenti, Idone de Sousa Mendes, Wanderson Safanelli, José L. Guimarães, Clécia C.B. Poppiel, Raul R. e Souza, Arnaldo Barros Quesada, Carlos A. do Couto, Hilton T. Zarate |
dc.subject.por.fl_str_mv |
Pedometrics Proximal sensing Spectral sensing Vis-NIR-SWIR spectroscopy |
topic |
Pedometrics Proximal sensing Spectral sensing Vis-NIR-SWIR spectroscopy |
description |
The present study was developed in a joint partnership with the Brazilian pedometrics community to standardize and evaluate spectra within the 350–2500 nm range of Brazilian soils. The Brazilian Soil Spectral Library (BSSL) began in 1995, creating a protocol to gather soil samples from different locations in Brazil. The BSSL reached 39,284 soil samples from 65 contributors representing 41 institutions from all 26 states. Through the BSSL spectra database, it was possible to estimate important soil attributes, such as clay, sand, soil organic carbon, cation exchange capacity, pH and base saturation, resulting in differences among the multi-scale models taking Brazil (overall), regional and state scale. In general, spectral descriptive and quantitative behavior indicated important relationship with physical, chemical and mineralogical properties. Statistical analyses showed that six basic patterns of spectral signatures represent the Brazilian soils types and that environmental conditions explain the differences in spectra. This study demonstrates that spectroscopy analyses along with the establishment of soil spectral libraries are a powerful technique for providing information on a national and regional levels. We also developed an interactive online platform showing soil sample locations and their contributors. As soil spectroscopy is considered a fast, simple, accurate and nondestructive analytical procedure, its application may be integrated with wet analysis as an alternative to support the sustainable management of soils. |
publishDate |
2019 |
dc.date.none.fl_str_mv |
2019-10-06T16:42:11Z 2019-10-06T16:42:11Z 2019-11-15 |
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 |
http://dx.doi.org/10.1016/j.geoderma.2019.05.043 Geoderma, v. 354. 0016-7061 http://hdl.handle.net/11449/189483 10.1016/j.geoderma.2019.05.043 2-s2.0-85070110163 |
url |
http://dx.doi.org/10.1016/j.geoderma.2019.05.043 http://hdl.handle.net/11449/189483 |
identifier_str_mv |
Geoderma, v. 354. 0016-7061 10.1016/j.geoderma.2019.05.043 2-s2.0-85070110163 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Geoderma |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.source.none.fl_str_mv |
Scopus reponame:Repositório Institucional da UNESP instname:Universidade Estadual Paulista (UNESP) instacron:UNESP |
instname_str |
Universidade Estadual Paulista (UNESP) |
instacron_str |
UNESP |
institution |
UNESP |
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Repositório Institucional da UNESP |
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Repositório Institucional da UNESP |
repository.name.fl_str_mv |
Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP) |
repository.mail.fl_str_mv |
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1808128550970064896 |