Multivariate analysis and geostatistics of the fertility of a humic rhodic hapludox under coffee cultivation

The spatial variability of soil and plant properties exerts great influence on the yeld of agricultural crops. This study analyzed the spatial variability of the fertility of a Humic Rhodic Hapludox with Arabic coffee, using principal component analysis, cluster analysis and geostatistics in combina...

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Main Authors: Samuel de Assis Silva, Julião Soares de Souza Lima
Format: Article
Language:English
Published: Sociedade Brasileira de Ciência do Solo 2012-04-01
Series:Revista Brasileira de Ciência do Solo
Subjects:
Online Access:http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-06832012000200016&lng=en&tlng=en
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spelling doaj-3a7c93d82c8a489e884563aed041f6052021-01-02T00:43:57ZengSociedade Brasileira de Ciência do SoloRevista Brasileira de Ciência do Solo1806-96572012-04-0136246747410.1590/S0100-06832012000200016S0100-06832012000200016Multivariate analysis and geostatistics of the fertility of a humic rhodic hapludox under coffee cultivationSamuel de Assis Silva0Julião Soares de Souza Lima1Universidade Estadual de Santa CruzUniversidade Federal do Espírito SantoThe spatial variability of soil and plant properties exerts great influence on the yeld of agricultural crops. This study analyzed the spatial variability of the fertility of a Humic Rhodic Hapludox with Arabic coffee, using principal component analysis, cluster analysis and geostatistics in combination. The experiment was carried out in an area under Coffea arabica L., variety Catucai 20/15 - 479. The soil was sampled at a depth 0.20 m, at 50 points of a sampling grid. The following chemical properties were determined: P, K+, Ca2+, Mg2+, Na+, S, Al3+, pH, H + Al, SB, t, T, V, m, OM, Na saturation index (SSI), remaining phosphorus (P-rem), and micronutrients (Zn, Fe, Mn, Cu and B). The data were analyzed with descriptive statistics, followed by principal component and cluster analyses. Geostatistics were used to check and quantify the degree of spatial dependence of properties, represented by principal components. The principal component analysis allowed a dimensional reduction of the problem, providing interpretable components, with little information loss. Despite the characteristic information loss of principal component analysis, the combination of this technique with geostatistical analysis was efficient for the quantification and determination of the structure of spatial dependence of soil fertility. In general, the availability of soil mineral nutrients was low and the levels of acidity and exchangeable Al were high.http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-06832012000200016&lng=en&tlng=enCoffea arabica Lagricultura de precisãocomponentes principaisanálise de agrupamentos
collection DOAJ
language English
format Article
sources DOAJ
author Samuel de Assis Silva
Julião Soares de Souza Lima
spellingShingle Samuel de Assis Silva
Julião Soares de Souza Lima
Multivariate analysis and geostatistics of the fertility of a humic rhodic hapludox under coffee cultivation
Revista Brasileira de Ciência do Solo
Coffea arabica L
agricultura de precisão
componentes principais
análise de agrupamentos
author_facet Samuel de Assis Silva
Julião Soares de Souza Lima
author_sort Samuel de Assis Silva
title Multivariate analysis and geostatistics of the fertility of a humic rhodic hapludox under coffee cultivation
title_short Multivariate analysis and geostatistics of the fertility of a humic rhodic hapludox under coffee cultivation
title_full Multivariate analysis and geostatistics of the fertility of a humic rhodic hapludox under coffee cultivation
title_fullStr Multivariate analysis and geostatistics of the fertility of a humic rhodic hapludox under coffee cultivation
title_full_unstemmed Multivariate analysis and geostatistics of the fertility of a humic rhodic hapludox under coffee cultivation
title_sort multivariate analysis and geostatistics of the fertility of a humic rhodic hapludox under coffee cultivation
publisher Sociedade Brasileira de Ciência do Solo
series Revista Brasileira de Ciência do Solo
issn 1806-9657
publishDate 2012-04-01
description The spatial variability of soil and plant properties exerts great influence on the yeld of agricultural crops. This study analyzed the spatial variability of the fertility of a Humic Rhodic Hapludox with Arabic coffee, using principal component analysis, cluster analysis and geostatistics in combination. The experiment was carried out in an area under Coffea arabica L., variety Catucai 20/15 - 479. The soil was sampled at a depth 0.20 m, at 50 points of a sampling grid. The following chemical properties were determined: P, K+, Ca2+, Mg2+, Na+, S, Al3+, pH, H + Al, SB, t, T, V, m, OM, Na saturation index (SSI), remaining phosphorus (P-rem), and micronutrients (Zn, Fe, Mn, Cu and B). The data were analyzed with descriptive statistics, followed by principal component and cluster analyses. Geostatistics were used to check and quantify the degree of spatial dependence of properties, represented by principal components. The principal component analysis allowed a dimensional reduction of the problem, providing interpretable components, with little information loss. Despite the characteristic information loss of principal component analysis, the combination of this technique with geostatistical analysis was efficient for the quantification and determination of the structure of spatial dependence of soil fertility. In general, the availability of soil mineral nutrients was low and the levels of acidity and exchangeable Al were high.
topic Coffea arabica L
agricultura de precisão
componentes principais
análise de agrupamentos
url http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-06832012000200016&lng=en&tlng=en
work_keys_str_mv AT samueldeassissilva multivariateanalysisandgeostatisticsofthefertilityofahumicrhodichapludoxundercoffeecultivation
AT juliaosoaresdesouzalima multivariateanalysisandgeostatisticsofthefertilityofahumicrhodichapludoxundercoffeecultivation
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