Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Selection of training samples for updating conventional soil map based on spatial neighborhood analysis of environmental covariates

Journal Article · · Geoderma
Not Available
Sponsoring Organization:
USDOE Office of Electricity (OE), Advanced Grid Research & Development. Power Systems Engineering Research
OSTI ID:
1693602
Journal Information:
Geoderma, Journal Name: Geoderma Journal Issue: C Vol. 366; ISSN 0016-7061
Publisher:
ElsevierCopyright Statement
Country of Publication:
Netherlands
Language:
English

References (46)

Soil salinity prediction and mapping by machine learning regression in Central Mesopotamia, Iraq journal September 2018
Geometric Algebra-based Modeling and Analysis for Multi-layer, Multi-temporal Geographic Data journal July 2015
A similarity model for representing soil spatial information journal June 1997
Spatial prediction of soil properties using environmental correlation journal April 1999
Updating conventional soil maps by mining soil–environment relationships from individual soil polygons journal February 2019
Vegetation response to a topographical-soil gradient journal October 2007
Relationships between vegetation and soil and topography in a dry warm river valley, SW China journal October 2008
The influence of the conversion of grassland to cropland on changes in soil organic carbon and total nitrogen stocks in the Songnen Plain of Northeast China journal December 2018
Topographic wetness index explains soil moisture better than bioindication with Ellenberg’s indicator values journal February 2018
Fuzzy soil mapping based on prototype category theory journal December 2006
The effects of DEM resolution and neighborhood size on digital soil survey journal December 2006
Extrapolating regional soil landscapes from an existing soil map: Sampling intensity, validation procedures, and integration of spatial context journal January 2008
Spatial disaggregation of complex soil map units: A decision-tree based approach in Bavarian forest soils journal September 2012
Regional scale mapping of soil properties and their uncertainty with a large number of satellite-derived covariates journal November 2013
Hyper-scale digital soil mapping and soil formation analysis journal January 2014
Semi-automated disaggregation of conventional soil maps using knowledge driven data mining and classification trees journal January 2014
Disaggregating and harmonising soil map units through resampled classification trees journal February 2014
Updating soil survey maps using random forest and conditioned Latin hypercube sampling in the loess derived soils of northern Iran journal November 2014
Digital soil property mapping and uncertainty estimation using soil class probability rasters journal January 2015
Impact of multi-scale predictor selection for modeling soil properties journal February 2015
Operationalizing digital soil mapping for nationwide updating of the 1:50,000 soil map of the Netherlands journal March 2015
Digital mapping of soil organic carbon at multiple depths using different data mining techniques in Baneh region, Iran journal March 2016
Retrieving pedologist's mental model from existing soil map and comparing data mining tools for refining a larger area map under similar environmental conditions in Southeastern Brazil journal April 2016
POLARIS: A 30-meter probabilistic soil series map of the contiguous United States journal July 2016
Legacy soil maps as a covariate in digital soil mapping: A case study from Northern Iran journal October 2016
Comparing the use of training data derived from legacy soil pits and soil survey polygons for mapping soil classes journal March 2017
Improved disaggregation of conventional soil maps journal May 2019
Comparing the efficiency of digital and conventional soil mapping to predict soil types in a semi-arid region in Iran journal May 2017
Neighbourhood-defined approaches for integrating and designing landscape monitoring in Estonia journal February 2007
The ‘Neighbourhood Effect’: A multidisciplinary assessment of the case for farmer co-ordination in agri-environmental programmes journal July 2012
Multi-scale digital soil mapping with deep learning journal October 2018
Knowledge discovery from soil maps using inductive learning journal December 2003
Change detection for 3D vector data: a CGA-based Delaunay–TIN intersection approach journal August 2015
A personal construct-based knowledge acquisition process for natural resource mapping journal March 1999
Topographic wetness index predicts the occurrence of bird species in floodplains journal January 2013
Bayesian Maximum Entropy prediction of soil categories using a traditional soil map as soft information journal April 2008
Geometric Algebra Model for Geometry-oriented Topological Relation Computation: Geometric Algebra Model for Geometry-oriented Topological Relation Computation journal July 2015
Knowledge Discovery from Area–Class Resource Maps: Capturing Prototype Effects journal January 2008
The Soil Survey as Paradigm-based Science journal January 1992
Soil Mapping Using GIS, Expert Knowledge, and Fuzzy Logic journal January 2001
Updating Conventional Soil Maps through Digital Soil Mapping journal May 2011
Efficiency Comparison of Conventional and Digital Soil Mapping for Updating Soil Maps journal October 2012
Machine-Learning Variables at Different Scales vs. Knowledge-based Variables for Mapping Multiple Soil Properties journal April 2018
Exploratory Method for Spatio-Temporal Feature Extraction and Clustering: An Integrated Multi-Scale Framework journal September 2015
System for Automated Geoscientific Analyses (SAGA) v. 2.1.4 journal January 2015
On the calculation of the topographic wetness index: evaluation of different methods based on field observations journal January 2006

Similar Records

Analysis of map-based models for reciprocating compressors and optimum selection of rating points
Journal Article · Thu Aug 31 20:00:00 EDT 2023 · International Journal of Refrigeration · OSTI ID:2007111

Adaptive spatial sampling of contaminated soil
Journal Article · Tue Nov 30 23:00:00 EST 1999 · Risk Analysis · OSTI ID:20006166

Determination of spatial continuity of soil lead levels in an urban residential neighborhood
Journal Article · Fri Dec 31 23:00:00 EST 1999 · Environmental Research · OSTI ID:20026671

Related Subjects