Towards a Soil Information System with quantified accuracy : a prototype for mapping continuous soil properties

This report describes the potential and functionality of software for spatial analysis, prediction and stochastic simulation of continuous soil properties using data from the Dutch Soil Information System (BIS). A geostatistical framework and R codes were developed. The geostatistical model of a soil property has a deterministic component representing the mean value within a soil category, and a stochastic component of standardized residuals. The standardized residuals are interpolated or simulated based on the simple kriging system. The software was tested in four case studies: exchangeable soil pH, clay content, organic matter content and Mean Spring Water table depth (MSW). It is concluded that the geostatistical framework and R codes developed in this study enable to predict values of continuous soil properties spatially, and to quantify the inaccuracy of these predictions. The inaccuracy of a spatial prediction at a certain location is quantified by the kriging variance, which can be interpreted as an indication of the uncertainty about the true value.

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Bibliographic Details
Main Authors: Brus, D.J., Vasat, R.V., Heuvelink, G.B.M., Knotters, M., de Vries, F., Walvoort, D.J.J.
Format: External research report biblioteca
Language:English
Published: WOT Natuur & Milieu
Subjects:computer software, databases, information systems, mapping, soil properties, soil science, bodemeigenschappen, bodemkunde, cartografie, databanken, informatiesystemen,
Online Access:https://research.wur.nl/en/publications/towards-a-soil-information-system-with-quantified-accuracy-a-prot
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spelling dig-wur-nl-wurpubs-3956222024-06-25 Brus, D.J. Vasat, R.V. Heuvelink, G.B.M. Knotters, M. de Vries, F. Walvoort, D.J.J. External research report Towards a Soil Information System with quantified accuracy : a prototype for mapping continuous soil properties 2010 This report describes the potential and functionality of software for spatial analysis, prediction and stochastic simulation of continuous soil properties using data from the Dutch Soil Information System (BIS). A geostatistical framework and R codes were developed. The geostatistical model of a soil property has a deterministic component representing the mean value within a soil category, and a stochastic component of standardized residuals. The standardized residuals are interpolated or simulated based on the simple kriging system. The software was tested in four case studies: exchangeable soil pH, clay content, organic matter content and Mean Spring Water table depth (MSW). It is concluded that the geostatistical framework and R codes developed in this study enable to predict values of continuous soil properties spatially, and to quantify the inaccuracy of these predictions. The inaccuracy of a spatial prediction at a certain location is quantified by the kriging variance, which can be interpreted as an indication of the uncertainty about the true value. en WOT Natuur & Milieu application/pdf https://research.wur.nl/en/publications/towards-a-soil-information-system-with-quantified-accuracy-a-prot https://edepot.wur.nl/148932 computer software databases information systems mapping soil properties soil science bodemeigenschappen bodemkunde cartografie computer software databanken informatiesystemen Wageningen University & Research
institution WUR NL
collection DSpace
country Países bajos
countrycode NL
component Bibliográfico
access En linea
databasecode dig-wur-nl
tag biblioteca
region Europa del Oeste
libraryname WUR Library Netherlands
language English
topic computer software
databases
information systems
mapping
soil properties
soil science
bodemeigenschappen
bodemkunde
cartografie
computer software
databanken
informatiesystemen
computer software
databases
information systems
mapping
soil properties
soil science
bodemeigenschappen
bodemkunde
cartografie
computer software
databanken
informatiesystemen
spellingShingle computer software
databases
information systems
mapping
soil properties
soil science
bodemeigenschappen
bodemkunde
cartografie
computer software
databanken
informatiesystemen
computer software
databases
information systems
mapping
soil properties
soil science
bodemeigenschappen
bodemkunde
cartografie
computer software
databanken
informatiesystemen
Brus, D.J.
Vasat, R.V.
Heuvelink, G.B.M.
Knotters, M.
de Vries, F.
Walvoort, D.J.J.
Towards a Soil Information System with quantified accuracy : a prototype for mapping continuous soil properties
description This report describes the potential and functionality of software for spatial analysis, prediction and stochastic simulation of continuous soil properties using data from the Dutch Soil Information System (BIS). A geostatistical framework and R codes were developed. The geostatistical model of a soil property has a deterministic component representing the mean value within a soil category, and a stochastic component of standardized residuals. The standardized residuals are interpolated or simulated based on the simple kriging system. The software was tested in four case studies: exchangeable soil pH, clay content, organic matter content and Mean Spring Water table depth (MSW). It is concluded that the geostatistical framework and R codes developed in this study enable to predict values of continuous soil properties spatially, and to quantify the inaccuracy of these predictions. The inaccuracy of a spatial prediction at a certain location is quantified by the kriging variance, which can be interpreted as an indication of the uncertainty about the true value.
format External research report
topic_facet computer software
databases
information systems
mapping
soil properties
soil science
bodemeigenschappen
bodemkunde
cartografie
computer software
databanken
informatiesystemen
author Brus, D.J.
Vasat, R.V.
Heuvelink, G.B.M.
Knotters, M.
de Vries, F.
Walvoort, D.J.J.
author_facet Brus, D.J.
Vasat, R.V.
Heuvelink, G.B.M.
Knotters, M.
de Vries, F.
Walvoort, D.J.J.
author_sort Brus, D.J.
title Towards a Soil Information System with quantified accuracy : a prototype for mapping continuous soil properties
title_short Towards a Soil Information System with quantified accuracy : a prototype for mapping continuous soil properties
title_full Towards a Soil Information System with quantified accuracy : a prototype for mapping continuous soil properties
title_fullStr Towards a Soil Information System with quantified accuracy : a prototype for mapping continuous soil properties
title_full_unstemmed Towards a Soil Information System with quantified accuracy : a prototype for mapping continuous soil properties
title_sort towards a soil information system with quantified accuracy : a prototype for mapping continuous soil properties
publisher WOT Natuur & Milieu
url https://research.wur.nl/en/publications/towards-a-soil-information-system-with-quantified-accuracy-a-prot
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