Upscaling In Situ Soil Moisture Observations to Pixel Averages with Spatio-Temporal Geostatistics

by Jianghao Wang, Yong Ge, Gerard B. M. Heuvelink, Chenghu Zhou
Published 2015-09-01

stUPscales: An R-Package for Spatio-Temporal Uncertainty Propagation across Multiple Scales with Examples in Urban Water Modelling

by Jairo Arturo Torres-Matallana, Ulrich Leopold, Gerard B. M. Heuvelink
Published 2018-06-01

Incorporating DEM uncertainty in coastal inundation mapping.

by Javier X Leon, Gerard B M Heuvelink, Stuart R Phinn
Published 2014-01-01

Random Forest Spatial Interpolation

by Aleksandar Sekulić, Milan Kilibarda, Gerard B.M. Heuvelink, Mladen Nikolić, Branislav Bajat
Published 2020-05-01

Geographically Weighted Area-to-Point Regression Kriging for Spatial Downscaling in Remote Sensing

by Yan Jin, Yong Ge, Jianghao Wang, Gerard B. M. Heuvelink, Le Wang
Published 2018-04-01

EmiStatR: A Simplified and Scalable Urban Water Quality Model for Simulation of Combined Sewer Overflows

by Jairo Arturo Torres-Matallana, Ulrich Leopold, Kai Klepiszewski, Gerard B. M. Heuvelink
Published 2018-06-01

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

by Tomislav Hengl, Madlene Nussbaum, Marvin N. Wright, Gerard B.M. Heuvelink, Benedikt Gräler
Published 2018-08-01

Optimization of rain gauge sampling density for river discharge prediction using Bayesian calibration

by Alexandre M.J.-C. Wadoux, Gerard B.M. Heuvelink, Remko Uijlenhoet, Sytze de Bruin
Published 2020-07-01

Super-Resolution Land Cover Mapping Based on the Convolutional Neural Network

by Yuanxin Jia, Yong Ge, Yuehong Chen, Sanping Li, Gerard B.M. Heuvelink, Feng Ling
Published 2019-08-01

A Machine Learning-Based Geostatistical Downscaling Method for Coarse-Resolution Soil Moisture Products

by Yan Jin, Yong Ge, Yaojie Liu, Yuehong Chen, Haitao Zhang, Gerard B. M. Heuvelink
Published 2021-01-01

Can We Use Machine Learning for Agricultural Land Suitability Assessment?

by Anders Bjørn Møller, Vera Leatitia Mulder, Gerard B. M. Heuvelink, Niels Mark Jacobsen, Mogens Humlekrog Greve
Published 2021-04-01

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

by Tomislav Hengl, Gerard B M Heuvelink, Bas Kempen, Johan G B Leenaars, Markus G Walsh, Keith D Shepherd, Andrew Sila, Robert A MacMillan, Jorge Mendes de Jesus, Lulseged Tamene, Jérôme E Tondoh
Published 2015-01-01

SoilGrids1km--global soil information based on automated mapping.

by Tomislav Hengl, Jorge Mendes de Jesus, Robert A MacMillan, Niels H Batjes, Gerard B M Heuvelink, Eloi Ribeiro, Alessandro Samuel-Rosa, Bas Kempen, Johan G B Leenaars, Markus G Walsh, Maria Ruiperez Gonzalez
Published 2014-01-01

SoilGrids250m: Global gridded soil information based on machine learning.

by Tomislav Hengl, Jorge Mendes de Jesus, Gerard B M Heuvelink, Maria Ruiperez Gonzalez, Milan Kilibarda, Aleksandar Blagotić, Wei Shangguan, Marvin N Wright, Xiaoyuan Geng, Bernhard Bauer-Marschallinger, Mario Antonio Guevara, Rodrigo Vargas, Robert A MacMillan, Niels H Batjes, Johan G B Leenaars, Eloi Ribeiro, Ichsani Wheeler, Stephan Mantel, Bas Kempen
Published 2017-01-01