A Technique for Low Cost Soil Mapping and Validation Using Expert Knowledge on a Watershed in Minas Gerais, Brazil
Understanding the soil attributes and types occurring within a region is critical for providing the best land‐use decisions. Soils vary in their ability to clean and store water, provide water for plant growth, and many other ecosystem services. Soil variability is dependent on climate, parent mater...
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Published in | Soil Science Society of America journal Vol. 78; no. 4; pp. 1310 - 1319 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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The Soil Science Society of America, Inc
01.07.2014
American Society of Agronomy |
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Abstract | Understanding the soil attributes and types occurring within a region is critical for providing the best land‐use decisions. Soils vary in their ability to clean and store water, provide water for plant growth, and many other ecosystem services. Soil variability is dependent on climate, parent material, organisms, time, and topography. When only topography varies within an area, the topography and redistribution of water should be the main drivers for soils differentiation. Digital soil mapping (DSM) has advantages due to computational tools and easily accessible digital elevation models (DEMs) at multiple resolutions. Terrain attributes (e.g., slope, wetness index, and profile curvature) are derived from the DEM and, in association with a soil expert, knowledge‐based models can be applied to predict soil variability. The objective of this study was to create and validate a predicted Cambisol (Inceptisol) solum depth map for Lavrinha Creek Watershed (LCW) in Minas Gerais, Brazil, by applying DSM techniques for the Brazilian soil landscapes. The best available 30‐m DEM was used to derive the terrain derivatives. A set of rules were formulated according to the terrain attributes, limited data, and expert knowledge to predict the solum depth behavior throughout the watershed. Conditioned Latin hypercube sampling scheme was used for allocating the validation points. In this study, 20 out of the 25 validating samples were correctly classified yielding a Kappa index of 0.616. Soil expert knowledge and Digital Soil Mapping techniques can be employed for mapping areas, especially in countries where there is limited data available, which will provide a useful soil map for planning while saving time and investments. |
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AbstractList | Understanding the soil attributes and types occurring within a region is critical for providing the best land-use decisions. Soils vary in their ability to clean and store water, provide water for plant growth, and many other ecosystem services. Soil variability is dependent on climate, parent material, organisms, time, and topography. When only topography varies within an area, the topography and redistribution of water should be the main drivers for soils differentiation. Digital soil mapping (DSM) has advantages due to computational tools and easily accessible digital elevation models (DEMs) at multiple resolutions. Terrain attributes (e.g., slope, wetness index, and profile curvature) are derived from the DEM and, in association with a soil expert, knowledge-based models can be applied to predict soil variability. The objective of this study was to create and validate a predicted Cambisol (Inceptisol) solum depth map for Lavrinha Creek Watershed (LCW) in Minas Gerais, Brazil, by applying DSM techniques for the Brazilian soil landscapes. The best available 30-m DEM was used to derive the terrain derivatives. A set of rules were formulated according to the terrain attributes, limited data, and expert knowledge to predict the solum depth behavior throughout the watershed. Conditioned Latin hypercube sampling scheme was used for allocating the validation points. In this study, 20 out of the 25 validating samples were correctly classified yielding a Kappa index of 0.616. Soil expert knowledge and Digital Soil Mapping techniques can be employed for mapping areas, especially in countries where there is limited data available, which will provide a useful soil map for planning while saving time and investments. |
Author | Duarte de Menezes, Michele Godinho Silva, Sérgio Henrique Reis Santos, Walbert Junior Owens, Phillip Ray Curi, Nilton |
Author_xml | – sequence: 1 givenname: Sérgio Henrique surname: Godinho Silva fullname: Godinho Silva, Sérgio Henrique organization: Federal Univ. of Lavras – sequence: 2 givenname: Phillip Ray surname: Owens fullname: Owens, Phillip Ray email: prowens@purdue.edu organization: Purdue Univ – sequence: 3 givenname: Michele surname: Duarte de Menezes fullname: Duarte de Menezes, Michele organization: Federal Rural Univ. of Rio de Janeiro – sequence: 4 givenname: Walbert Junior surname: Reis Santos fullname: Reis Santos, Walbert Junior organization: Science and Technology Federal Instititute (IFET) – sequence: 5 givenname: Nilton surname: Curi fullname: Curi, Nilton organization: Federal Univ. of Lavras |
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Snippet | Understanding the soil attributes and types occurring within a region is critical for providing the best land‐use decisions. Soils vary in their ability to... Understanding the soil attributes and types occurring within a region is critical for providing the best land-use decisions. Soils vary in their ability to... |
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SubjectTerms | Brazil Cambisols climate Digital Elevation Models Ecosystem services expert opinion Fuzzy logic Inceptisols Land use landscapes Mathematical models planning Plant growth Remote sensing Soil (material) soil heterogeneity soil map Soil mapping Soil sciences soil surveys Soils streams Terrain Topography Watersheds |
Title | A Technique for Low Cost Soil Mapping and Validation Using Expert Knowledge on a Watershed in Minas Gerais, Brazil |
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