Probabilistic prediction by means of the propagation of response variable uncertainty through a Monte Carlo approach in regression random forest: Application to soil moisture regionalization

Neutrons on Rails: Transregional Monitoring of Soil Moisture and Snow Water Equivalent

(2021) M. Schrön et al.   GEOPHYSICAL RESEARCH LETTERS

To the brave scientists: Aren't we strong enough to stand (and profit from) uncertainty in Earth system measurement and modelling?

(2021) Hendrik Paasche et al.   Geoscience Data Journal

Measurement error-filtered machine learning in digital soil mapping

(2021) Stephan van der Westhuizen et al.   Spatial Statistics

Disentangling the Impact of Catchment Heterogeneity on Nitrate Export Dynamics From Event to Long‐Term Time Scales

(2020) Carolin Winter et al.   WATER RESOURCES RESEARCH

Machine Learning to Estimate Surface Soil Moisture from Remote Sensing Data

(2020) Hamed Adab et al.   Water

Root zone soil moisture estimation with Random Forest

(2020) Coleen Carranza et al.   JOURNAL OF HYDROLOGY

Relative prediction intervals reveal larger uncertainty in 3D approaches to predictive digital soil mapping of soil properties with legacy data

(2019) Travis W. Nauman et al.   GEODERMA

Sensitivity Analysis of Fully Distributed Parameterization Reveals Insights Into Heterogeneous Catchment Responses for Water Quality Modeling

(2019) Xiaoqiang Yang et al.   WATER RESOURCES RESEARCH

A New Fully Distributed Model of Nitrate Transport and Removal at Catchment Scale

(2018) Xiaoqiang Yang et al.   WATER RESOURCES RESEARCH

Cosmic-Ray Neutron Rover Surveys of Field Soil Moisture and the Influence of Roads

(2018) M. Schrön et al.   WATER RESOURCES RESEARCH

How far can the uncertainty on a Digital Soil Map be known?: A numerical experiment using pseudo values of clay content obtained from Vis-SWIR hyperspectral imagery

(2018) Philippe Lagacherie et al.   GEODERMA

Uncertainty, sensitivity and improvements in soil moisture estimation with cosmic-ray neutron sensing

(2018) G. Baroni et al.   JOURNAL OF HYDROLOGY

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

(2018) Tomislav Hengl et al.   PeerJ

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

(2017) Kévin Vaysse et al.   GEODERMA

The Bode hydrological observatory: a platform for integrated, interdisciplinary hydro-ecological research within the TERENO Harz/Central German Lowland Observatory

(2016) Ute Wollschläger et al.   Environmental Earth Sciences

Comparing data mining and deterministic pedology to assess the frequency of WRB reference soil groups in the legend of small scale maps

(2015) Romina Lorenzetti et al.   GEODERMA

Estimation of Catchment-Scale Soil Moisture Patterns Based on Terrain Data and Sparse TDR Measurements Using a Fuzzy C-Means Clustering Approach

(2015) Ingmar Schröter et al.   VADOSE ZONE JOURNAL

Calibration and correction procedures for cosmic-ray neutron soil moisture probes located across Australia

(2014) Aaron Hawdon et al.   WATER RESOURCES RESEARCH

A Network of Terrestrial Environmental Observatories in Germany

(2011) Steffen Zacharias et al.   VADOSE ZONE JOURNAL

Nature's neutron probe: Land surface hydrology at an elusive scale with cosmic rays

(2010) Darin Desilets et al.   WATER RESOURCES RESEARCH