Perspectives on validation in digital soil mapping of continuous attributes—A review
We performed a systematic mapping of validation methods used in digital soil mapping
(DSM), in order to gain an overview of current practices and make recommendations for …
(DSM), in order to gain an overview of current practices and make recommendations for …
Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran
Abstract Knowledge about distribution of soil properties over the landscape is required for a
variety of land management applications and resources, modeling, and monitoring …
variety of land management applications and resources, modeling, and monitoring …
A generic framework for spatial prediction of soil variables based on regression-kriging
A methodological framework for spatial prediction based on regression-kriging is described
and compared with ordinary kriging and plain regression. The data are first transformed …
and compared with ordinary kriging and plain regression. The data are first transformed …
[图书][B] A practical guide to geostatistical mapping
T Hengl - 2009 - academia.edu
This exercise introduces geostatistical tools that can be used to analyze various types of
environmental data. It✹ is not intended as a complete analysis of the example data set …
environmental data. It✹ is not intended as a complete analysis of the example data set …
Uncertainty in the spatial prediction of soil texture: comparison of regression tree and Random Forest models
M Ließ, B Glaser, B Huwe - Geoderma, 2012 - Elsevier
Within the southern Ecuadorian Andes, landslides have an impact on landscape
development. Landslide risk estimation as well as hydrological modelling requires physical …
development. Landslide risk estimation as well as hydrological modelling requires physical …
Topographical influences on soil properties in boreal forests
J Seibert, J Stendahl, R Sørensen - Geoderma, 2007 - Elsevier
Topography is a major factor controlling both hydrological and soil processes at the
landscape scale. This is well-known qualitatively in that topography, along with parent …
landscape scale. This is well-known qualitatively in that topography, along with parent …
Placing soil‐genesis and transport processes into a landscape context: a multiscale terrain‐analysis approach
Landforms and landscape context are of particular importance in understanding the
processes of soil genesis and soil formation in the spatial domain. Consequently, many …
processes of soil genesis and soil formation in the spatial domain. Consequently, many …
Artificial neural networks for rice yield prediction in mountainous regions
B Ji, Y Sun, S Yang, J Wan - The Journal of Agricultural Science, 2007 - cambridge.org
Decision-making processes in agriculture often require reliable crop response models. The
Fujian province of China is a mountainous region where weather aberrations such as …
Fujian province of China is a mountainous region where weather aberrations such as …
The effectiveness of digital soil mapping to predict soil properties over low-relief areas
This study investigates the ability of different digital soil mapping (DSM) approaches to
predict some of physical and chemical topsoil properties in the Shahrekord plain of …
predict some of physical and chemical topsoil properties in the Shahrekord plain of …
Predicting average regional yield and production of wheat in the Argentine Pampas by an artificial neural network approach
R Alvarez - European Journal of Agronomy, 2009 - Elsevier
A regional analysis of the effects of soil and climate factors on wheat yield was performed in
the Argentine Pampas in order to obtain models suitable for yield estimation and regional …
the Argentine Pampas in order to obtain models suitable for yield estimation and regional …