Thorsten Behrens

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Thomas ScholtenProfessor of Soil Science and GeomorphologyVerified email at uni-tuebingen.de
Raphael VISCARRA ROSSELProfessorVerified email at curtin.edu.au
José Alexandre M. DemattêFull Professor, University of São Paulo, Luiz de QueirozVerified email at usp.br
A-Xing ZhuProfessor of Geography, University of Wisconsin-MadisonVerified email at wisc.edu
Peter DietrichHelmholtz Centre for Environmental Research GmbH - UFZVerified email at ufz.de
felix stumpfAgroscopeVerified email at agroscope.admin.ch
Ruhollah TaghizadehSoil Science, Ardakan UniversityVerified email at ardakan.ac.ir
Zhou shicollege of environmental and resource sciences, zhejiang universityVerified email at zju.edu.cn
R. A. (Bob) MacMillanLandMapper Environmental Solutions Inc. (fully retired)Verified email at google.com
Norair ToomanianAssociate professor of Soil Science, Soil and Water Research Department, Isfahan Agricultural andVerified email at areeo.ac.ir
Cheng-Zhi QinInstitute of Geographic Sciences and Natural Resources ResearchVerified email at lreis.ac.cn
Steffen ZachariasUFZ Helmholtz Centre for Environmental ResearchVerified email at ufz.de
Edoardo MartiniInstitute of Environmental Physics, Heidelberg University, GermanyVerified email at iup.uni-heidelberg.de
Michael MaerkerAssociate Professor for Physical Geography and Geomorphology, Pavia University, ItalyVerified email at unipv.it
Roozbeh ValaviCSIROVerified email at csiro.au
Mojtaba ZeraatpishehUniversity of Vermont, Gund Institute for Environment, Rubenstein school of environment andVerified email at uvm.edu
Adrian ChappellCardiff UniversityVerified email at cardiff.ac.uk
Elisabeth BuiEnvironmental Research Scientist, CSIROVerified email at csiro.au
Alexandre WadouxMarie Skłodowska-Curie Fellow, INRAEVerified email at inrae.fr
Masoud MahdianpariCross-Appointed Professor, MUN, C-CORE,Verified email at c-core.ca

Thorsten Behrens

Soilution GbR

Verified email at soilution.de

data science soil spatial contextual machine learning digital soil mapping environment


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Using data mining to model and interpret soil diffuse reflectance spectra RAV Rossel, T Behrens Geoderma 158 (1-2), 46-54, 2010	1318	2010
A global spectral library to characterize the world's soil RAV Rossel, T Behrens, E Ben-Dor, DJ Brown, JAM Demattê, ... Earth-Science Reviews 155, 198-230, 2016	804	2016
Soil organic carbon concentrations and stocks on Barro Colorado Island—Digital soil mapping using Random Forests analysis R Grimm, T Behrens, M Märker, H Elsenbeer Geoderma 146 (1-2), 102-113, 2008	783	2008
Impacts of species richness on productivity in a large-scale subtropical forest experiment Y Huang, Y Chen, N Castro-Izaguirre, M Baruffol, M Brezzi, A Lang, Y Li, ... Science 362 (6410), 80-83, 2018	634	2018
Multi-scale digital terrain analysis and feature selection for digital soil mapping T Behrens, AX Zhu, K Schmidt, T Scholten Geoderma 155 (3-4), 175-185, 2010	391	2010
Digital soil mapping using artificial neural networks T Behrens, H Förster, T Scholten, U Steinrücken, ED Spies, M Goldschmitt Journal of plant nutrition and soil science 168 (1), 21-33, 2005	327	2005
An approach to computing topographic wetness index based on maximum downslope gradient CZ Qin, AX Zhu, T Pei, BL Li, T Scholten, T Behrens, CH Zhou Precision agriculture 12, 32-43, 2011	245	2011
The spectrum-based learner: A new local approach for modeling soil vis–NIR spectra of complex datasets L Ramirez-Lopez, T Behrens, K Schmidt, A Stevens, JAM Demattê, ... Geoderma 195, 268-279, 2013	210	2013
Digital soil mapping in Germany—a review T Behrens, T Scholten Journal of Plant Nutrition and Soil Science 169 (3), 434-443, 2006	172	2006
Sampling optimal calibration sets in soil infrared spectroscopy L Ramirez-Lopez, K Schmidt, T Behrens, B Van Wesemael, JAM Demattê, ... Geoderma 226, 140-150, 2014	158	2014
Improving the spatial prediction of soil organic carbon content in two contrasting climatic regions by stacking machine learning models and rescanning covariate space R Taghizadeh-Mehrjardi, K Schmidt, A Amirian-Chakan, T Rentschler, ... Remote Sensing 12 (7), 1095, 2020	157	2020
Spatial modelling with Euclidean distance fields and machine learning T Behrens, K Schmidt, RA Viscarra Rossel, P Gries, T Scholten, ... European journal of soil science 69 (5), 757-770, 2018	156	2018
Assimilating satellite imagery and visible–near infrared spectroscopy to model and map soil loss by water erosion in Australia H Teng, RAV Rossel, Z Shi, T Behrens, A Chappell, E Bui Environmental Modelling & Software 77, 156-167, 2016	156	2016
Continental-scale soil carbon composition and vulnerability modulated by regional environmental controls RA Viscarra Rossel, J Lee, T Behrens, Z Luo, J Baldock, A Richards Nature geoscience 12 (7), 547-552, 2019	143	2019
Hyper-scale digital soil mapping and soil formation analysis T Behrens, K Schmidt, L Ramirez-Lopez, J Gallant, AX Zhu, T Scholten Geoderma 213, 578-588, 2014	135	2014
Multi-scale digital soil mapping with deep learning T Behrens, K Schmidt, RA MacMillan, RA Viscarra Rossel Scientific reports 8 (1), 15244, 2018	129	2018
Predictive soil mapping with limited sample data AX Zhu, J Liu, F Du, SJ Zhang, CZ Qin, J Burt, T Behrens, T Scholten European Journal of Soil Science 66 (3), 535-547, 2015	123	2015
Multi-task convolutional neural networks outperformed random forest for mapping soil particle size fractions in central Iran R Taghizadeh-Mehrjardi, M Mahdianpari, F Mohammadimanesh, ... Geoderma 376, 114552, 2020	103	2020
Distance and similarity-search metrics for use with soil vis–NIR spectra L Ramirez-Lopez, T Behrens, K Schmidt, RAV Rossel, JAM Demattê, ... Geoderma 199, 43-53, 2013	103	2013
Improving the spatial prediction of soil salinity in arid regions using wavelet transformation and support vector regression models R Taghizadeh-Mehrjardi, K Schmidt, N Toomanian, B Heung, T Behrens, ... Geoderma 383, 114793, 2021	101	2021

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