Machine learning to estimate soil moisture from geophysical measurements of electrical conductivity

Potential to predict depth-specific soil-water content beneath an olive tree using electromagnetic conductivity imaging

(2018) G. Martinez et al.   SOIL USE AND MANAGEMENT

Water Balance Dynamics during Ten Years of Ecological Development at Chicken Creek Catchment

(2017) Wolfgang Schaaf et al.   VADOSE ZONE JOURNAL

Prediction of ground-level ozone concentration in São Paulo, Brazil: Deterministic versus statistic models

(2016) G. Hoshyaripour et al.   ATMOSPHERIC ENVIRONMENT

Markov chain Monte Carlo simulation using the DREAM software package: Theory, concepts, and MATLAB implementation

(2016) Jasper A. Vrugt   ENVIRONMENTAL MODELLING & SOFTWARE

A comparison of numerical and machine-learning modeling of soil water content with limited input data

(2016) Fatemeh Karandish et al.   JOURNAL OF HYDROLOGY

A Neural Network Approach to Soil Electrical Conductivity Estimation on Earthen Levees Using Spaceborne X-band SAR Imagery

(2016) Majid Mahrooghy et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Time-lapse monitoring of soil water content using electromagnetic conductivity imaging

(2016) J. Huang et al.   SOIL USE AND MANAGEMENT

Modeling spatio-temporal distribution of soil moisture by deep learning-based cellular automata model

(2016) Xiaodong Song et al.   Journal of Arid Land

Machine learning in geosciences and remote sensing

(2016) David J. Lary et al.   Geoscience Frontiers

Comparing data mining classifiers to predict spatial distribution of USDA-family soil groups in Baneh region, Iran

(2015) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Relationships among low frequency (2Hz) electrical resistivity, porosity, clay content and permeability in reservoir sandstones

(2015) Tongcheng Han et al.   JOURNAL OF APPLIED GEOPHYSICS

Mapping geology and volcanic-hosted massive sulfide alteration in the Hellyer–Mt Charter region, Tasmania, using Random Forests™ and Self-Organising Maps

(2013) M. J. Cracknell et al.   AUSTRALIAN JOURNAL OF EARTH SCIENCES

The upside of uncertainty: Identification of lithology contact zones from airborne geophysics and satellite data using random forests and support vector machines

(2013) Matthew J. Cracknell et al.   GEOPHYSICS

On the spatio-temporal dynamics of soil moisture at the field scale

(2013) H. Vereecken et al.   JOURNAL OF HYDROLOGY

A history of lignite coal mining and reclamation practices in Lusatia, eastern Germany

(2012) Julia Krümmelbein et al.   CANADIAN JOURNAL OF SOIL SCIENCE

Accelerating Markov Chain Monte Carlo Simulation by Differential Evolution with Self-Adaptive Randomized Subspace Sampling

(2011) J. A. Vrugt et al.   INTERNATIONAL JOURNAL OF NONLINEAR SCIENCES AND NUMERICAL SIMULATION

High-resolution imaging of a vineyard in south of France using ground-penetrating radar, electromagnetic induction and electrical resistivity tomography

(2011) Frédéric André et al.   JOURNAL OF APPLIED GEOPHYSICS

Electrical Resistivity in a Loamy Soil: Identification of the Appropriate Pedo-Electrical Model

(2011) E. Laloy et al.   VADOSE ZONE JOURNAL

High-dimensional posterior exploration of hydrologic models using multiple-try DREAM(ZS) and high-performance computing

(2011) Eric Laloy et al.   WATER RESOURCES RESEARCH

Statistical Downscaling of Precipitation Using Machine Learning with Optimal Predictor Selection

(2010) Mohammad Reza Najafi et al.   JOURNAL OF HYDROLOGIC ENGINEERING

The artificial catchment “Chicken Creek” (Lusatia, Germany)—A landscape laboratory for interdisciplinary studies of initial ecosystem development

(2009) Werner Gerwin et al.   ECOLOGICAL ENGINEERING