High Resolution Mapping of Soil Properties Using Remote Sensing Variables in South-Western Burkina Faso: A Comparison of Machine Learning and Multiple Linear Regression Models

Comparing regression-based digital soil mapping and multiple-point geostatistics for the spatial extrapolation of soil data

(2016) Brendan P. Malone et al.   GEODERMA

Land-surface segmentation as a method to create strata for spatial sampling and its potential for digital soil mapping

(2016) L. Drăguţ et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Incorporating limited field operability and legacy soil samples in a hypercube sampling design for digital soil mapping

(2016) Felix Stumpf et al.   JOURNAL OF PLANT NUTRITION AND SOIL SCIENCE

Improving the Spatial Prediction of Soil Organic Carbon Stocks in a Complex Tropical Mountain Landscape by Methodological Specifications in Machine Learning Approaches

(2016) Mareike Ließ et al.   PLoS One

Support vector machine based modeling of evapotranspiration using hydro-climatic variables in a sub-tropical environment

(2015) N.K. Shrestha et al.   AGRICULTURAL AND FOREST METEOROLOGY

Evaluating the sequential masking classification approach for improving crop discrimination in the Sudanian Savanna of West Africa

(2015) Gerald Forkuor et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and mapping soil organic carbon stocks across an Afromontane landscape

(2015) Kennedy Were et al.   ECOLOGICAL INDICATORS

Impact of multi-scale predictor selection for modeling soil properties

(2015) Bradley A. Miller et al.   GEODERMA

Comparison of different regression models and validation techniques for the assessment of wheat leaf area index from hyperspectral data

(2015) Bastian Siegmann et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Organic Matter Modeling at the Landscape Scale Based on Multitemporal Soil Pattern Analysis Using RapidEye Data

(2015) Gerald Blasch et al.   Remote Sensing

Mapping Soil Properties of Africa at 250 m Resolution: Random Forests Significantly Improve Current Predictions

(2015) Tomislav Hengl et al.   PLoS One

Holistic environmental soil-landscape modeling of soil organic carbon

(2014) Xiong Xiong et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Importance of sample size, data type and prediction method for remote sensing-based estimations of aboveground forest biomass

(2014) F.E. Fassnacht et al.   REMOTE SENSING OF ENVIRONMENT

Digital Mapping of Soil Particle-Size Fractions for Nigeria

(2014) Stephen I. C. Akpa et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Hyper-scale digital soil mapping and soil formation analysis

(2013) Thorsten Behrens et al.   GEODERMA

Organic carbon stocks in cropping soils of Queensland, Australia, as affected by tillage management, climate, and soil characteristics

(2013) K. L. Page et al.   Soil Research

What determines soil organic carbon stocks in the grazing lands of north-eastern Australia?

(2013) D. E. Allen et al.   Soil Research

Variations in soil organic carbon for two soil types and six land uses in the Murray Catchment, New South Wales, Australia

(2013) M. C. Davy et al.   Soil Research

Uncertainty propagation in VNIR reflectance spectroscopy soil organic carbon mapping

(2012) L. Brodský et al.   GEODERMA

The next Landsat satellite: The Landsat Data Continuity Mission

(2012) James R. Irons et al.   REMOTE SENSING OF ENVIRONMENT

Soil Organic Carbon Predictions by Airborne Imaging Spectroscopy: Comparing Cross-Validation and Validation

(2012) Antoine Stevens et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Tailoring conservation agriculture technologies to West Africa semi-arid zones: Building on traditional local practices for soil restoration

(2011) Rabah Lahmar et al.   FIELD CROPS RESEARCH

The use of remote sensing in soil and terrain mapping — A review

(2011) V.L. Mulder et al.   GEODERMA

Near-infrared (NIR) and mid-infrared (MIR) spectroscopic techniques for assessing the amount of carbon stock in soils – Critical review and research perspectives

(2011) Véronique Bellon-Maurel et al.   SOIL BIOLOGY & BIOCHEMISTRY

Monitoring the world's agriculture

(2010) Jeffrey Sachs et al.   NATURE

Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem

(2010) Martin Wiesmeier et al.   PLANT AND SOIL

The potential of mid- and near-infrared diffuse reflectance spectroscopy for determining major- and trace-element concentrations in soils from a geochemical survey of North America

(2009) James B. Reeves et al.   APPLIED GEOCHEMISTRY

Visible near-infrared reflectance spectroscopy as a predictive indicator of soil properties

(2009) D. Summers et al.   ECOLOGICAL INDICATORS

The ConMap approach for terrain-based digital soil mapping

(2009) T. Behrens et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Multi-scale digital terrain analysis and feature selection for digital soil mapping

(2009) Thorsten Behrens et al.   GEODERMA

Reconstructing the Roman topography and environmental features of the Sarno River Plain (Italy) before the AD 79 eruption of Somma–Vesuvius

(2009) Sebastian Vogel et al.   GEOMORPHOLOGY

Using Imaging Spectroscopy to study soil properties

(2009) E. Ben-Dor et al.   REMOTE SENSING OF ENVIRONMENT

A semi-automatic method for analysis of landscape elements using Shuttle Radar Topography Mission and Landsat ETM+ data

(2008) Amir Houshang Ehsani et al.   COMPUTERS & GEOSCIENCES

Calibration of Chemical and Biological Changes in Cocomposting of Biowastes Using Near-Infrared Spectroscopy

(2008) Remy Albrecht et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Soil organic carbon prediction by hyperspectral remote sensing and field vis-NIR spectroscopy: An Australian case study

(2008) Cécile Gomez et al.   GEODERMA

Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis

(2008) R. Grimm et al.   GEODERMA

Landform classification from a digital elevation model and satellite imagery

(2008) Hossein Saadat et al.   GEOMORPHOLOGY

Rapid assessment of black carbon in soil organic matter using mid-infrared spectroscopy

(2008) L. Bornemann et al.   ORGANIC GEOCHEMISTRY