Machine learning based soil maps for a wide range of soil properties for the forested area of Switzerland

Quantile regression as a generic approach for estimating uncertainty of digital soil maps produced from machine-learning

(2021) Babak Kasraei et al.   ENVIRONMENTAL MODELLING & SOFTWARE

What are the most crucial soil variables for predicting the distribution of mountain plant species? A comprehensive study in the Swiss Alps

(2020) Aline Buri et al.   JOURNAL OF BIOGEOGRAPHY

Model averaging for mapping topsoil organic carbon in France

(2020) Songchao Chen et al.   GEODERMA

Pervasive shifts in forest dynamics in a changing world

(2020) Nate G. McDowell et al.   SCIENCE

A framework for the predictive mapping of forest soil properties in mountain areas

(2020) Alois Simon et al.   GEODERMA

Microtopography shapes soil pH in flysch regions across Switzerland

(2020) Andri Baltensweiler et al.   GEODERMA

Mapping the geogenic radon potential for Germany by machine learning

(2020) Eric Petermann et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Modelling and mapping soil organic carbon stocks in Brazil

(2019) Lucas Carvalho Gomes et al.   GEODERMA

Ecological indicator values reveal missing predictors of species distributions

(2019) Daniel Scherrer et al.   Scientific Reports

Cultural ecosystem services provided by the biodiversity of forest soils: A European review

(2019) Jurga Motiejūnaitė et al.   GEODERMA

Exploring the driving forces and digital mapping of soil organic carbon using remote sensing and soil texture

(2019) Nikou Hamzehpour et al.   CATENA

Using deep learning for multivariate mapping of soil with quantified uncertainty

(2019) Alexandre M.J.-C. Wadoux   GEODERMA

High-resolution and three-dimensional mapping of soil texture of China

(2019) Feng Liu et al.   GEODERMA

Comparison of various uncertainty modelling approaches based on geostatistics and machine learning algorithms

(2018) Gábor Szatmári et al.   GEODERMA

Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables

(2018) Tomislav Hengl et al.   PeerJ

Merging country, continental and global predictions of soil texture: Lessons from ensemble modelling in France

(2018) Manon Caubet et al.   GEODERMA

Digital mapping of soil carbon fractions with machine learning

(2018) Hamza Keskin et al.   GEODERMA

Terrestrial laser scanning improves digital elevation models and topsoil pH modelling in regions with complex topography and dense vegetation

(2017) Andri Baltensweiler et al.   ENVIRONMENTAL MODELLING & SOFTWARE

A high resolution map of soil types and physical properties for Cyprus: A digital soil mapping optimization

(2017) Corrado Camera et al.   GEODERMA

Using quantile regression forest to estimate uncertainty of digital soil mapping products

(2017) Kévin Vaysse et al.   GEODERMA

Comparing the use of training data derived from legacy soil pits and soil survey polygons for mapping soil classes

(2017) Brandon Heung et al.   GEODERMA

Prediction of topsoil texture for Region Centre (France) applying model ensemble methods

(2017) Mercedes Román Dobarco et al.   GEODERMA

Wall-to-Wall Tree Type Mapping from Countrywide Airborne Remote Sensing Surveys

(2017) Lars Waser et al.   Remote Sensing

Comparison of boosted regression tree and random forest models for mapping topsoil organic carbon concentration in an alpine ecosystem

(2016) Ren-Min Yang et al.   ECOLOGICAL INDICATORS

Digital soil mapping: A brief history and some lessons

(2016) Budiman Minasny et al.   GEODERMA

Pedotransfer function to predict density of forest soils in Switzerland

(2016) Madlene Nussbaum et al.   JOURNAL OF PLANT NUTRITION AND SOIL SCIENCE

What we use is not what we know: environmental predictors in plant distribution models

(2016) Heidi K. Mod et al.   JOURNAL OF VEGETATION SCIENCE

GlobalSoilMap France: High-resolution spatial modelling the soils of France up to two meter depth

(2016) V.L. Mulder et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Machine learning for predicting soil classes in three semi-arid landscapes

(2015) Colby W. Brungard et al.   GEODERMA

Impact of multi-scale predictor selection for modeling soil properties

(2015) Bradley A. Miller et al.   GEODERMA

Putting regional digital soil mapping into practice in Tropical Northern Australia

(2015) M. Thomas et al.   GEODERMA

Predictive mapping of soil organic carbon stocks in South Australia’s agricultural zone

(2015) Craig Liddicoat et al.   Soil Research

The Australian three-dimensional soil grid: Australia’s contribution to the GlobalSoilMap project

(2015) R. A. Viscarra Rossel et al.   Soil Research

Scale-dependency of LiDAR derived terrain attributes in quantitative soil-landscape modeling: Effects of grid resolution vs. neighborhood extent

(2014) J.J. Maynard et al.   GEODERMA

Using model averaging to combine soil property rasters from legacy soil maps and from point data

(2014) Brendan P. Malone et al.   GEODERMA

High-resolution remote sensing data improves models of species richness

(2013) Linda Camathias et al.   APPLIED VEGETATION SCIENCE

Assessment of variability and uncertainty of soil organic carbon in a mountainous boreal forest (Canadian Rocky Mountains, Alberta)

(2013) Ulrike Hoffmann et al.   CATENA

Are fine resolution digital elevation models always the best choice in digital soil mapping?

(2012) Stefano Cavazzi et al.   GEODERMA

Significant and persistent impact of timber harvesting on soil microbial communities in Northern coniferous forests

(2012) Martin Hartmann et al.   ISME Journal

Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services

(2012) M. Drusch et al.   REMOTE SENSING OF ENVIRONMENT

Scale-dependent predictability of DEM-based landform attributes for soil spatial variability in a coastal dune system

(2011) Daehyun Kim et al.   GEODERMA

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

(2011) V.L. Mulder et al.   GEODERMA

Identification of runoff processes – The impact of different forest types and soil properties on runoff formation and floods

(2011) Marco Hümann et al.   JOURNAL OF HYDROLOGY

Digital Soil Mapping and Modeling at Continental Scales: Finding Solutions for Global Issues

(2011) S. Grunwald et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Empirical estimates of uncertainty for mapping continuous depth functions of soil attributes

(2010) B.P. Malone et al.   GEODERMA

Determination of organic and inorganic carbon, δ13C, and nitrogen in soils containing carbonates after acid fumigation with HCl

(2010) Lorenz Walthert et al.   JOURNAL OF PLANT NUTRITION AND SOIL SCIENCE

Comparison of point forecast accuracy of model averaging methods in hydrologic applications

(2010) Cees G. H. Diks et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Spatial prediction of soil properties in temperate mountain regions using support vector regression

(2009) Cristiano Ballabio   GEODERMA

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

(2009) Thorsten Behrens et al.   GEODERMA

Extrapolating regional soil landscapes from an existing soil map: Sampling intensity, validation procedures, and integration of spatial context

(2007) Clovis Grinand et al.   GEODERMA