Tomislav Hengl

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Gerard HeuvelinkSpecial Professor, Wageningen University and Senior Researcher, ISRIC World Soil InformationVerified email at wur.nl
Johan G.B. LeenaarsSoil researcherVerified email at wur.nl
Jorge S. Mendes de JesusISRIC - World Soil InformationVerified email at wur.nl
Marvin N. WrightLeibniz Institute for Prevention Research and Epidemiology – BIPS & University of BremenVerified email at leibniz-bips.de
R. A. (Bob) MacMillanLandMapper Environmental Solutions Inc. (fully retired)Verified email at google.com
Jonathan SandermanWoodwell Climate Research CenterVerified email at woodwellclimate.org
Hannes Isaak ReuterVerified email at gisxperts.de
Niels H. BatjesSenior expert soil science and Coordinator World Data Centre for Soils (WDC-Soils)Verified email at wur.nl
Milan KilibardaUniversity of Belgrade,Faculty of Civil Engineering, SerbiaVerified email at grf.bg.ac.rs
E RibeiroISRICVerified email at wur.nl
Ichsani WheelerEnvirometrix BVVerified email at envirometrix.net
Mario GuevaraNational Autonomus University of MexicoVerified email at geociencias.unam.mx
Rodrigo VargasProfessor, University of DelawareVerified email at udel.edu
Greg FiskeSenior Geospatial Analyst, Woodwell Climate Research CenterVerified email at woodwellclimate.org
Benedikt Gräler52°North Initiative for Geospatial Open Source Software GmbHVerified email at 52north.org
Wei ShangguanSun Yat-sen UniversityVerified email at mail.sysu.edu.cn
Stjepan HusnjakSveučilišni profesor na području Pedologije, Sveučilište u Zagrebu Agronomski fakultetVerified email at agr.hr
Dani OrProf. (em.) Environ. Physics, ETH Zurich; Eng. Distinguished Prof. CEE, University of Nevada RenoVerified email at env.ethz.ch
Edzer PebesmaProfessor of geoinformatics, University of MuensterVerified email at uni-muenster.de
D G RossiterAdjunct Professor, Dept. of Crop & Soil Sciences, Cornell UniversityVerified email at cornell.edu

Tomislav Hengl

Director, OpenGeoHub foundation / Envirometrix Ltd, Wageningen

Verified email at opengeohub.org - Homepage

data science soil mapping remote sensing machine learning automated mapping


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SoilGrids250m: Global gridded soil information based on machine learning T Hengl, J Mendes de Jesus, GBM Heuvelink, M Ruiperez Gonzalez, ... PLoS one 12 (2), e0169748, 2017	3420	2017
A generic framework for spatial prediction of soil variables based on regression-kriging T Hengl, GBM Heuvelink, A Stein Geoderma 120 (1-2), 75-93, 2004	1389	2004
SoilGrids1km—global soil information based on automated mapping T Hengl, JM De Jesus, RA MacMillan, NH Batjes, GBM Heuvelink, ... PloS one 9 (8), e105992, 2014	1207	2014
Soil carbon debt of 12,000 years of human land use J Sanderman, T Hengl, GJ Fiske Proceedings of the National Academy of Sciences 114 (36), 9575-9580, 2017	1167	2017
A practical guide to geostatistical mapping T Hengl Hengl 52, 15, 2009	1158	2009
About regression-kriging: From equations to case studies T Hengl, GBM Heuvelink, DG Rossiter Computers & geosciences 33 (10), 1301-1315, 2007	1140	2007
Finding the right pixel size T Hengl Computers & geosciences 32 (9), 1283-1298, 2006	1032	2006
Mapping soil properties of Africa at 250 m resolution: Random forests significantly improve current predictions T Hengl, GBM Heuvelink, B Kempen, JGB Leenaars, MG Walsh, ... PloS one 10 (6), e0125814, 2015	922	2015
Geomorphometry: concepts, software, applications T Hengl, HI Reuter Elsevier, 2008	770	2008
Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables T Hengl, M Nussbaum, MN Wright, GBM Heuvelink, B Gräler PeerJ 6, e5518, 2018	768	2018
Geomorphometry: a brief guide RJ Pike, IS Evans, T Hengl Developments in soil science 33, 3-30, 2009	512	2009
Islands as model systems in ecology and evolution: Prospects fifty years after MacArthur‐Wilson BH Warren, D Simberloff, RE Ricklefs, R Aguilée, FL Condamine, ... Ecology Letters 18 (2), 200-217, 2015	498	2015
Heavy metals in European soils: a geostatistical analysis of the FOREGS Geochemical database LR Lado, T Hengl, HI Reuter Geoderma 148 (2), 189-199, 2008	450	2008
Improving performance of spatio-temporal machine learning models using forward feature selection and target-oriented validation H Meyer, C Reudenbach, T Hengl, M Katurji, T Nauss Environmental Modelling & Software 101, 1-9, 2018	371	2018
A global map of mangrove forest soil carbon at 30 m spatial resolution J Sanderman, T Hengl, G Fiske, K Solvik, MF Adame, L Benson, ... Environmental Research Letters 13 (5), 055002, 2018	344	2018
Soil nutrient maps of Sub-Saharan Africa: assessment of soil nutrient content at 250 m spatial resolution using machine learning T Hengl, JGB Leenaars, KD Shepherd, MG Walsh, GBM Heuvelink, ... Nutrient Cycling in Agroecosystems 109, 77-102, 2017	314	2017
Spatio-temporal prediction of daily temperatures using time-series of MODIS LST images T Hengl, GBM Heuvelink, M Perčec Tadić, EJ Pebesma Theoretical and applied climatology 107, 265-277, 2012	306	2012
Mapping the global depth to bedrock for land surface modeling W Shangguan, T Hengl, J Mendes de Jesus, H Yuan, Y Dai Journal of Advances in Modeling Earth Systems 9 (1), 65-88, 2017	292	2017
Spatio-temporal interpolation of daily temperatures for global land areas at 1 km resolution M Kilibarda, T Hengl, G Heuvelink, B Graeler, E Pebesma, ... Journal of geophysical research 148, 2013	256	2013
Methods to interpolate soil categorical variables from profile observations: Lessons from Iran T Hengl, N Toomanian, HI Reuter, MJ Malakouti Geoderma 140 (4), 417-427, 2007	236	2007

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