Multivariate analysis of images in spectrophotometric methods: quantification of soil organic matter.
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) |
Texto Completo: | http://www.alice.cnptia.embrapa.br/alice/handle/doc/1140128 |
Resumo: | Soil organic matter (SOM) is usually quantified by Walkley-Black titration method or using a spectrophotometric method. This study proposes an alternative method for quantification of SOM using digital image from scanner and mathematical algorithms to replace titration and spectrophotometry procedures. For this, after SOM oxidation by potassium dichromate, digital images were acquired. Posteriorly, extraction of RGB color histograms from images have occurred, followed by the use of multivariate calibration method: partial least squares (PLS). Six soil samples were analyzed. We used the Walkley-Black method as reference. SOM was estimated by images using the PLS tool. The new method, besides being a fast, low cost, and more operational alternative, presented statistically equal results in relation to the reference method, as assessed by the Student t-test and F-test at 95 % confidence. |
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Multivariate analysis of images in spectrophotometric methods: quantification of soil organic matter.Walkley-Black methodPartial least squaresMatéria OrgânicaSoloEspectrometriaSoil organic matterScannersDigital imagesSpectrophotometersSoil organic matter (SOM) is usually quantified by Walkley-Black titration method or using a spectrophotometric method. This study proposes an alternative method for quantification of SOM using digital image from scanner and mathematical algorithms to replace titration and spectrophotometry procedures. For this, after SOM oxidation by potassium dichromate, digital images were acquired. Posteriorly, extraction of RGB color histograms from images have occurred, followed by the use of multivariate calibration method: partial least squares (PLS). Six soil samples were analyzed. We used the Walkley-Black method as reference. SOM was estimated by images using the PLS tool. The new method, besides being a fast, low cost, and more operational alternative, presented statistically equal results in relation to the reference method, as assessed by the Student t-test and F-test at 95 % confidence.PEDRO AUGUSTO DE OLIVEIRA MORAIS, UFG; DIEGO MENDES DE SOUZA, Polícia Civil, Distrito Federal, DF; BEATA EMOKE MADARI, CNPAF.MORAIS, P. A. de O.SOUZA, D. M. deMADARI, B. E.2022-02-16T12:01:54Z2022-02-16T12:01:54Z2022-02-162021info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleEuropean Journal of Chemistry, v. 12, n. 4, p. 377-381, Dec. 2021.2153-2257http://www.alice.cnptia.embrapa.br/alice/handle/doc/114012810.5155/eurjchem.12.4.377-381.2122enginfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa)instacron:EMBRAPA2022-02-16T12:02:01Zoai:www.alice.cnptia.embrapa.br:doc/1140128Repositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestopendoar:21542022-02-16T12:02:01falseRepositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestcg-riaa@embrapa.bropendoar:21542022-02-16T12:02:01Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa)false |
dc.title.none.fl_str_mv |
Multivariate analysis of images in spectrophotometric methods: quantification of soil organic matter. |
title |
Multivariate analysis of images in spectrophotometric methods: quantification of soil organic matter. |
spellingShingle |
Multivariate analysis of images in spectrophotometric methods: quantification of soil organic matter. MORAIS, P. A. de O. Walkley-Black method Partial least squares Matéria Orgânica Solo Espectrometria Soil organic matter Scanners Digital images Spectrophotometers |
title_short |
Multivariate analysis of images in spectrophotometric methods: quantification of soil organic matter. |
title_full |
Multivariate analysis of images in spectrophotometric methods: quantification of soil organic matter. |
title_fullStr |
Multivariate analysis of images in spectrophotometric methods: quantification of soil organic matter. |
title_full_unstemmed |
Multivariate analysis of images in spectrophotometric methods: quantification of soil organic matter. |
title_sort |
Multivariate analysis of images in spectrophotometric methods: quantification of soil organic matter. |
author |
MORAIS, P. A. de O. |
author_facet |
MORAIS, P. A. de O. SOUZA, D. M. de MADARI, B. E. |
author_role |
author |
author2 |
SOUZA, D. M. de MADARI, B. E. |
author2_role |
author author |
dc.contributor.none.fl_str_mv |
PEDRO AUGUSTO DE OLIVEIRA MORAIS, UFG; DIEGO MENDES DE SOUZA, Polícia Civil, Distrito Federal, DF; BEATA EMOKE MADARI, CNPAF. |
dc.contributor.author.fl_str_mv |
MORAIS, P. A. de O. SOUZA, D. M. de MADARI, B. E. |
dc.subject.por.fl_str_mv |
Walkley-Black method Partial least squares Matéria Orgânica Solo Espectrometria Soil organic matter Scanners Digital images Spectrophotometers |
topic |
Walkley-Black method Partial least squares Matéria Orgânica Solo Espectrometria Soil organic matter Scanners Digital images Spectrophotometers |
description |
Soil organic matter (SOM) is usually quantified by Walkley-Black titration method or using a spectrophotometric method. This study proposes an alternative method for quantification of SOM using digital image from scanner and mathematical algorithms to replace titration and spectrophotometry procedures. For this, after SOM oxidation by potassium dichromate, digital images were acquired. Posteriorly, extraction of RGB color histograms from images have occurred, followed by the use of multivariate calibration method: partial least squares (PLS). Six soil samples were analyzed. We used the Walkley-Black method as reference. SOM was estimated by images using the PLS tool. The new method, besides being a fast, low cost, and more operational alternative, presented statistically equal results in relation to the reference method, as assessed by the Student t-test and F-test at 95 % confidence. |
publishDate |
2021 |
dc.date.none.fl_str_mv |
2021 2022-02-16T12:01:54Z 2022-02-16T12:01:54Z 2022-02-16 |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/publishedVersion info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
European Journal of Chemistry, v. 12, n. 4, p. 377-381, Dec. 2021. 2153-2257 http://www.alice.cnptia.embrapa.br/alice/handle/doc/1140128 10.5155/eurjchem.12.4.377-381.2122 |
identifier_str_mv |
European Journal of Chemistry, v. 12, n. 4, p. 377-381, Dec. 2021. 2153-2257 10.5155/eurjchem.12.4.377-381.2122 |
url |
http://www.alice.cnptia.embrapa.br/alice/handle/doc/1140128 |
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.source.none.fl_str_mv |
reponame:Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa) instacron:EMBRAPA |
instname_str |
Empresa Brasileira de Pesquisa Agropecuária (Embrapa) |
instacron_str |
EMBRAPA |
institution |
EMBRAPA |
reponame_str |
Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) |
collection |
Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) |
repository.name.fl_str_mv |
Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa) |
repository.mail.fl_str_mv |
cg-riaa@embrapa.br |
_version_ |
1794503517492215808 |