Research graph
References from Spatial patterns of soil organic carbon stocks in German forests at 10 m resolution. Local targets link to admitted publications; unresolved targets remain external evidence.
Digital mapping of soil organic carbon contents and stocks in Denmark
10.1371/journal.pone.0105519 · 2014 · External reference
Unresolved reference
1982 · External reference
Unresolved reference
1994 · External reference
Unresolved reference
2005 · External reference
Machine learning based soil maps for a wide range of soil properties for the forested area of Switzerland
2021 · External reference
Total carbon and nitrogen in the soils of the world
10.1111/j.1365-2389.1996.tb01386.x · 1996 · External reference
Batjes, N. H. 1996. Total carbon and nitrogen in the soils of the world. European Journal of Soil Science, 47, 151–163. Reflections by N.H. Batjes
10.1111/ejss.12115 · 2014 · External reference
A global meta-analysis of soil organic carbon in the Anthropocene
10.1038/s41467-023-39338-z · 2023 · External reference
A physically based, variable contributing area model of basin hydrology / Un modèle à base physique de zone d’appel variable de l’hydrologie du bassin versant
10.1080/02626667909491834 · 1979 · External reference
Soil Map of the Federal Republic of Germany 1:1,000,000 (BUEK1000)
2013 · External reference
Geological Map of Germany 1:1,000,000 OneGeology-Europe (GK1000-1GE)
2018 · External reference
Hydrogeological Regions of Germany 1:1,000,000 (HYREG1000)
2019 · External reference
Soil Landscapes of the Federal Republic of Germany 1:250,000 (BGL250)
2022 · External reference
Unresolved reference
2019 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
Dominant Tree Species for Germany (2017/2018)
2022 · External reference
Unresolved reference
2011 · External reference
Soil organic matter molecular composition with long-term detrital alterations is controlled by site-specific forest properties
10.1111/gcb.16456 · 2023 · External reference
Soil organic matter formation and loss are mediated by root exudates in a temperate forest
10.1038/s41561-022-01079-x · 2022 · External reference
Mapping soil organic carbon stocks and estimating uncertainties at the regional scale following a legacy sampling strategy (Southern Belgium, Wallonia)
10.1016/j.geodrs.2016.12.006 · 2017 · External reference
Fine resolution map of top- and subsoil carbon sequestration potential in France
10.1016/j.scitotenv.2018.02.209 · 2018 · External reference
Soil carbon stocks under different land uses and the applicability of the soil carbon saturation concept
10.1016/j.still.2018.11.001 · 2019 · External reference
Digital mapping of GlobalSoilMap soil properties at a broad scale: a review
10.1016/j.geoderma.2021.115567 · 2022 · External reference
National-scale mapping of soil organic carbon stock in France: new insights and lessons learned by direct and indirect approaches
10.1016/j.seh.2023.100049 · 2023 · External reference
Roots and associated fungi drive long-term carbon sequestration in boreal forest
10.1126/science.1231923 · 2013 · External reference
Plant species traits are the predominant control on litter decomposition rates within biomes worldwide
10.1111/j.1461-0248.2008.01219.x · 2008 · External reference
Boreal forest soil carbon: distribution, function and modelling
10.1093/forestry/cps003 · 2012 · External reference
Global 30m Height Above the Nearest Drainage
2016 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
Changes in plant inputs alter soil carbon and microbial communities in forest ecosystems
10.1111/gcb.16107 · 2022 · External reference
High resolution mapping of soil properties using remote sensing variables in South-Western Burkina Faso: a comparison of machine learning and multiple linear regression models
10.1371/journal.pone.0170478 · 2017 · External reference
Comparing LUCAS Soil and national systems: towards a harmonized European Soil monitoring network
10.1016/j.geoderma.2024.117027 · 2024 · External reference
Controls on timescales of soil organic carbon persistence across sub-Saharan Africa
2024 · External reference
Handbuch Forstliche Analytik. Eine Loseblatt-Sammlung Eine Loseblatt-Sammlung der Analysemethoden im Forstbereich
2006 · External reference
Do current biomass equations for Alnus glutinosa and Betula pubescens misestimate carbon stocks at peatland sites?
10.1186/s13021-025-00360-x · 2026 · External reference
Organic carbon stocks and sequestration rates of forest soils in Germany
10.1111/gcb.12558 · 2014 · External reference
Unresolved reference
2015 · External reference
GLM versus CCA spatial modeling of plant species distribution
10.1023/a:1009841519580 · 1999 · External reference
Soil carbon stocks and land use change: a meta analysis
10.1046/j.1354-1013.2002.00486.x · 2002 · External reference
Digital mapping of soil organic matter for rubber plantation at regional scale: an application of random forest plus residuals kriging approach
10.1016/j.geoderma.2014.08.009 · 2015 · External reference
SoilGrids250m: global gridded soil information based on machine learning
10.1371/journal.pone.0169748 · 2017 · External reference
Spatial statistics and soil mapping: a blossoming partnership under pressure
10.1016/j.spasta.2022.100639 · 2022 · External reference
Real-time automatic interpolation of ambient gamma dose rates from the Dutch radioactivity monitoring network
10.1016/j.cageo.2008.10.011 · 2009 · External reference
Unresolved reference
2018 · External reference
Managing carbon sequestration in soils: concepts and terminology
10.1016/s0167-8809(01)00145-1 · 2001 · External reference
Unresolved reference
2006 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2019 · External reference
Factors of soil formation, a system of quantitative pedology
10.2134/agronj1941.00021962003300090016x · 1941 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2000 · External reference
Unresolved reference
External reference
Digital soil mapping algorithms and covariates for soil organic carbon mapping and their implications: a review
10.1016/j.geoderma.2019.05.031 · 2019 · External reference
Mapping the three-dimensional distribution of soil organic matter across a subtropical hilly landscape
10.2136/sssaj2012.0317 · 2013 · External reference
Stabilization of organic matter in temperate soils: mechanisms and their relevance under different soil conditions – a review
10.1111/j.1365-2389.2006.00809.x · 2006 · External reference
Digital soil mapping: a predictive performance assessment of spatial linear regression, Bayesian and ML-based models
10.1007/s40808-023-01788-1 · 2024 · External reference
On digital soil mapping
10.1016/s0016-7061(03)00223-4 · 2003 · External reference
A high resolution map of French soil organic carbon
10.1007/s13593-012-0086-9 · 2012 · External reference
Unresolved reference
2026 · External reference
Vegetation patterns in heterogeneous landscapes: the importance of history and environment
10.2307/3237315 · 1999 · External reference
GlobalSoilMap France: high-resolution spatial modelling the soils of France up to two meter depth
10.1016/j.scitotenv.2016.07.066 · 2016 · External reference
Where is positional uncertainty a problem for species distribution modelling?
10.1111/j.1600-0587.2013.00205.x · 2014 · External reference
Height above the nearest drainage – a hydrologically relevant new terrain model
10.1016/j.jhydrol.2011.03.051 · 2011 · External reference
Estimating soil organic carbon stocks of Swiss forest soils by robust external-drift kriging
10.5194/gmd-7-1197-2014 · 2014 · External reference
Evaluation of digital soil mapping approaches with large sets of environmental covariates
10.5194/soil-4-1-2018 · 2018 · External reference
Organic topsoil thickness as a proxy to assess spatial variability of carbon stocks in boreal pine and spruce forest floors
10.1080/02827581.2025.2519144 · 2025 · External reference
LUCAS soil, the largest expandable soil dataset for Europe: a review
10.1111/ejss.12499 · 2018 · External reference
Soil organic carbon across scales
10.1111/gcb.12959 · 2015 · External reference
Spatial prediction of soil organic carbon stock using a linear model of coregionalisation
10.1016/j.geoderma.2014.04.016 · 2014 · External reference
Assessing top- and subsoil organic carbon stocks of low-input high-diversity systems using soil and vegetation characteristics
10.1016/j.scitotenv.2017.02.116 · 2017 · External reference
Assessing soil organic carbon stocks under current and potential forest cover using digital soil mapping and spatial generalisation
10.1016/j.ecolind.2017.02.010 · 2017 · External reference
Unresolved reference
External reference
European Soil Data Centre 2.0: soil data and knowledge in support of the EU policies
10.1111/ejss.13315 · 2022 · External reference
Multivariable geostatistics in S: the gstat package
10.1016/j.cageo.2004.03.012 · 2004 · External reference
Stocks of organic carbon in German agricultural soils—key results of the first comprehensive inventory
10.1002/jpln.202000113 · 2020 · External reference
SoilGrids 2.0: producing soil information for the globe with quantified spatial uncertainty
10.5194/soil-7-217-2021 · 2021 · External reference
Unresolved reference
2001 · External reference
Soil carbon sequestration and land-use change: processes and potential
10.1046/j.1365-2486.2000.00308.x · 2000 · External reference
A terrain ruggedness index that quantifies topographic heterogeneity
1999 · External reference
Deep soil organic matter—a key but poorly understood component of terrestrial C cycle
2011 · External reference
Carbon storage and sequestration in subsoil horizons: knowledge, gaps and potentials
2012 · External reference
Spatio-temporal topsoil organic carbon mapping of a semi-arid Mediterranean region: the role of land use, soil texture, topographic indices and the influence of remote sensing data to modelling
10.1016/j.scitotenv.2017.05.239 · 2017 · External reference
Increased belowground carbon allocation reduces soil carbon losses under long-term warming
10.1111/gcb.70561 · 2025 · External reference
Unresolved reference
2020 · External reference
Large-scale mapping of anthropogenic relief features—legacies of past forest use in two historical charcoal production areas in Germany
10.1002/gea.21782 · 2020 · External reference
Storage and stability of organic carbon in soils as related to depth, occlusion within aggregates, and attachment to minerals
2013 · External reference
Random forest spatial interpolation
10.3390/rs12101687 · 2020 · External reference
High-resolution digital mapping of soil organic carbon in permafrost terrain using machine learning: a case study in a sub-Arctic peatland environment
10.5194/bg-15-1663-2018 · 2018 · External reference
Unresolved reference
2025 · External reference
Forest liming in the face of climate change: the implications of restorative liming for soil organic carbon in mature German forests
10.5194/soil-9-39-2023 · 2023 · External reference
Evaluating digital soil mapping approaches for mapping GlobalSoilMap soil properties from legacy data in Languedoc-Roussillon (France)
10.1016/j.geodrs.2014.11.003 · 2015 · External reference
Landscape scale estimation of soil carbon stock using 3D modelling
10.1016/j.scitotenv.2014.02.061 · 2014 · External reference
Factors controlling the variation in organic carbon stocks in agricultural soils of Germany
10.1111/ejss.12787 · 2019 · External reference
Machine learning for digital soil mapping: applications, challenges and suggested solutions
10.1016/j.earscirev.2020.103359 · 2020 · External reference
Global soil profiles indicate depth-dependent soil carbon losses under a warmer climate
10.1038/s41467-022-33278-w · 2022 · External reference
Role of environmental variables in the spatial distribution of soil carbon (C), nitrogen (N), and C:N ratio from the northeastern coastal agroecosystems in China
10.1016/j.ecolind.2017.08.046 · 2018 · External reference
Unresolved reference
2019 · External reference
Unresolved reference
2006 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2026 · External reference
Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem
10.1007/s11104-010-0425-z · 2011 · External reference
Estimation of total organic carbon storage and its driving factors in soils of Bavaria (southeast Germany)
10.1016/j.geodrs.2014.09.001 · 2014 · External reference
Soil organic carbon storage as a key function of soils - a review of drivers and indicators at various scales
10.1016/j.geoderma.2018.07.026 · 2019 · External reference
Ranger: a fast implementation of random forests for high dimensional data in C++ and R
10.18637/jss.v077.i01 · 2017 · External reference
Forest cover changes in the Prignitz region (NE Germany) between 1790 and 1960 in relation to soils and other driving forces
10.1007/s10980-009-9411-3 · 2010 · External reference
Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran
10.1016/j.geoderma.2018.09.006 · 2019 · External reference
Influence of historical land use on present-day forest patterns: a case study in south-western Germany
10.1080/02827580410029291 · 2004 · External reference
Mapping global distributions, environmental controls, and uncertainties of apparent topsoil and subsoil organic carbon turnover times
10.5194/essd-17-2605-2025 · 2025 · External reference
Global pattern of organic carbon pools in forest soils
10.1111/gcb.17386 · 2024 · External reference
Uncertainty analysis of human health risk assessment of soils contaminated with high concentrations of arsenic in a coal chemical industry area in Northwest China
10.1007/s11270-021-05417-4 · 2021 · External reference
Unresolved reference
2022 · External reference
Large-scale mapping of anthropogenic relief features—legacies of past forest use in two historical charcoal production areas in Germany
10.1002/gea.21782 · ExternalCitation · doi-reference
Stocks of organic carbon in German agricultural soils—key results of the first comprehensive inventory
10.1002/jpln.202000113 · ExternalCitation · doi-reference
Forest cover changes in the Prignitz region (NE Germany) between 1790 and 1960 in relation to soils and other driving forces
10.1007/s10980-009-9411-3 · ExternalCitation · doi-reference
Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem
10.1007/s11104-010-0425-z · ExternalCitation · doi-reference
Uncertainty analysis of human health risk assessment of soils contaminated with high concentrations of arsenic in a coal chemical industry area in Northwest China
10.1007/s11270-021-05417-4 · ExternalCitation · doi-reference
A high resolution map of French soil organic carbon
10.1007/s13593-012-0086-9 · ExternalCitation · doi-reference
Digital soil mapping: a predictive performance assessment of spatial linear regression, Bayesian and ML-based models
10.1007/s40808-023-01788-1 · ExternalCitation · doi-reference
Multivariable geostatistics in S: the gstat package
10.1016/j.cageo.2004.03.012 · ExternalCitation · doi-reference
Real-time automatic interpolation of ambient gamma dose rates from the Dutch radioactivity monitoring network
10.1016/j.cageo.2008.10.011 · ExternalCitation · doi-reference
Machine learning for digital soil mapping: applications, challenges and suggested solutions
10.1016/j.earscirev.2020.103359 · ExternalCitation · doi-reference
Assessing soil organic carbon stocks under current and potential forest cover using digital soil mapping and spatial generalisation
10.1016/j.ecolind.2017.02.010 · ExternalCitation · doi-reference
Role of environmental variables in the spatial distribution of soil carbon (C), nitrogen (N), and C:N ratio from the northeastern coastal agroecosystems in China
10.1016/j.ecolind.2017.08.046 · ExternalCitation · doi-reference
Spatial prediction of soil organic carbon stock using a linear model of coregionalisation
10.1016/j.geoderma.2014.04.016 · ExternalCitation · doi-reference
Digital mapping of soil organic matter for rubber plantation at regional scale: an application of random forest plus residuals kriging approach
10.1016/j.geoderma.2014.08.009 · ExternalCitation · doi-reference
Soil organic carbon storage as a key function of soils - a review of drivers and indicators at various scales
10.1016/j.geoderma.2018.07.026 · ExternalCitation · doi-reference
Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran
10.1016/j.geoderma.2018.09.006 · ExternalCitation · doi-reference
Digital soil mapping algorithms and covariates for soil organic carbon mapping and their implications: a review
10.1016/j.geoderma.2019.05.031 · ExternalCitation · doi-reference
Digital mapping of GlobalSoilMap soil properties at a broad scale: a review
10.1016/j.geoderma.2021.115567 · ExternalCitation · doi-reference
Comparing LUCAS Soil and national systems: towards a harmonized European Soil monitoring network
10.1016/j.geoderma.2024.117027 · ExternalCitation · doi-reference
Estimation of total organic carbon storage and its driving factors in soils of Bavaria (southeast Germany)
10.1016/j.geodrs.2014.09.001 · ExternalCitation · doi-reference
Evaluating digital soil mapping approaches for mapping GlobalSoilMap soil properties from legacy data in Languedoc-Roussillon (France)
10.1016/j.geodrs.2014.11.003 · ExternalCitation · doi-reference
Mapping soil organic carbon stocks and estimating uncertainties at the regional scale following a legacy sampling strategy (Southern Belgium, Wallonia)
10.1016/j.geodrs.2016.12.006 · ExternalCitation · doi-reference
Height above the nearest drainage – a hydrologically relevant new terrain model
10.1016/j.jhydrol.2011.03.051 · ExternalCitation · doi-reference
Landscape scale estimation of soil carbon stock using 3D modelling
10.1016/j.scitotenv.2014.02.061 · ExternalCitation · doi-reference
GlobalSoilMap France: high-resolution spatial modelling the soils of France up to two meter depth
10.1016/j.scitotenv.2016.07.066 · ExternalCitation · doi-reference
Assessing top- and subsoil organic carbon stocks of low-input high-diversity systems using soil and vegetation characteristics
10.1016/j.scitotenv.2017.02.116 · ExternalCitation · doi-reference
Spatio-temporal topsoil organic carbon mapping of a semi-arid Mediterranean region: the role of land use, soil texture, topographic indices and the influence of remote sensing data to modelling
10.1016/j.scitotenv.2017.05.239 · ExternalCitation · doi-reference
Fine resolution map of top- and subsoil carbon sequestration potential in France
10.1016/j.scitotenv.2018.02.209 · ExternalCitation · doi-reference
National-scale mapping of soil organic carbon stock in France: new insights and lessons learned by direct and indirect approaches
10.1016/j.seh.2023.100049 · ExternalCitation · doi-reference
Spatial statistics and soil mapping: a blossoming partnership under pressure
10.1016/j.spasta.2022.100639 · ExternalCitation · doi-reference
Soil carbon stocks under different land uses and the applicability of the soil carbon saturation concept
10.1016/j.still.2018.11.001 · ExternalCitation · doi-reference
On digital soil mapping
10.1016/s0016-7061(03)00223-4 · ExternalCitation · doi-reference
Managing carbon sequestration in soils: concepts and terminology
10.1016/s0167-8809(01)00145-1 · ExternalCitation · doi-reference
GLM versus CCA spatial modeling of plant species distribution
10.1023/a:1009841519580 · ExternalCitation · doi-reference
Global soil profiles indicate depth-dependent soil carbon losses under a warmer climate
10.1038/s41467-022-33278-w · ExternalCitation · doi-reference
A global meta-analysis of soil organic carbon in the Anthropocene
10.1038/s41467-023-39338-z · ExternalCitation · doi-reference
Soil organic matter formation and loss are mediated by root exudates in a temperate forest
10.1038/s41561-022-01079-x · ExternalCitation · doi-reference
Soil carbon stocks and land use change: a meta analysis
10.1046/j.1354-1013.2002.00486.x · ExternalCitation · doi-reference
Soil carbon sequestration and land-use change: processes and potential
10.1046/j.1365-2486.2000.00308.x · ExternalCitation · doi-reference
A physically based, variable contributing area model of basin hydrology / Un modèle à base physique de zone d’appel variable de l’hydrologie du bassin versant
10.1080/02626667909491834 · ExternalCitation · doi-reference
Influence of historical land use on present-day forest patterns: a case study in south-western Germany
10.1080/02827580410029291 · ExternalCitation · doi-reference
Organic topsoil thickness as a proxy to assess spatial variability of carbon stocks in boreal pine and spruce forest floors
10.1080/02827581.2025.2519144 · ExternalCitation · doi-reference
Boreal forest soil carbon: distribution, function and modelling
10.1093/forestry/cps003 · ExternalCitation · doi-reference
Batjes, N. H. 1996. Total carbon and nitrogen in the soils of the world. European Journal of Soil Science, 47, 151–163. Reflections by N.H. Batjes
10.1111/ejss.12115 · ExternalCitation · doi-reference
LUCAS soil, the largest expandable soil dataset for Europe: a review
10.1111/ejss.12499 · ExternalCitation · doi-reference
Factors controlling the variation in organic carbon stocks in agricultural soils of Germany
10.1111/ejss.12787 · ExternalCitation · doi-reference
European Soil Data Centre 2.0: soil data and knowledge in support of the EU policies
10.1111/ejss.13315 · ExternalCitation · doi-reference
Organic carbon stocks and sequestration rates of forest soils in Germany
10.1111/gcb.12558 · ExternalCitation · doi-reference
Soil organic carbon across scales
10.1111/gcb.12959 · ExternalCitation · doi-reference
Changes in plant inputs alter soil carbon and microbial communities in forest ecosystems
10.1111/gcb.16107 · ExternalCitation · doi-reference
Soil organic matter molecular composition with long-term detrital alterations is controlled by site-specific forest properties
10.1111/gcb.16456 · ExternalCitation · doi-reference
Global pattern of organic carbon pools in forest soils
10.1111/gcb.17386 · ExternalCitation · doi-reference
Increased belowground carbon allocation reduces soil carbon losses under long-term warming
10.1111/gcb.70561 · ExternalCitation · doi-reference
Total carbon and nitrogen in the soils of the world
10.1111/j.1365-2389.1996.tb01386.x · ExternalCitation · doi-reference
Stabilization of organic matter in temperate soils: mechanisms and their relevance under different soil conditions – a review
10.1111/j.1365-2389.2006.00809.x · ExternalCitation · doi-reference
Plant species traits are the predominant control on litter decomposition rates within biomes worldwide
10.1111/j.1461-0248.2008.01219.x · ExternalCitation · doi-reference
Where is positional uncertainty a problem for species distribution modelling?
10.1111/j.1600-0587.2013.00205.x · ExternalCitation · doi-reference
Roots and associated fungi drive long-term carbon sequestration in boreal forest
10.1126/science.1231923 · ExternalCitation · doi-reference
Do current biomass equations for Alnus glutinosa and Betula pubescens misestimate carbon stocks at peatland sites?
10.1186/s13021-025-00360-x · ExternalCitation · doi-reference
Digital mapping of soil organic carbon contents and stocks in Denmark
10.1371/journal.pone.0105519 · ExternalCitation · doi-reference
SoilGrids250m: global gridded soil information based on machine learning
10.1371/journal.pone.0169748 · ExternalCitation · doi-reference
High resolution mapping of soil properties using remote sensing variables in South-Western Burkina Faso: a comparison of machine learning and multiple linear regression models
10.1371/journal.pone.0170478 · ExternalCitation · doi-reference
Ranger: a fast implementation of random forests for high dimensional data in C++ and R
10.18637/jss.v077.i01 · ExternalCitation · doi-reference
Factors of soil formation, a system of quantitative pedology
10.2134/agronj1941.00021962003300090016x · ExternalCitation · doi-reference
Mapping the three-dimensional distribution of soil organic matter across a subtropical hilly landscape
10.2136/sssaj2012.0317 · ExternalCitation · doi-reference
Vegetation patterns in heterogeneous landscapes: the importance of history and environment
10.2307/3237315 · ExternalCitation · doi-reference
Random forest spatial interpolation
10.3390/rs12101687 · ExternalCitation · doi-reference
High-resolution digital mapping of soil organic carbon in permafrost terrain using machine learning: a case study in a sub-Arctic peatland environment
10.5194/bg-15-1663-2018 · ExternalCitation · doi-reference
Mapping global distributions, environmental controls, and uncertainties of apparent topsoil and subsoil organic carbon turnover times
10.5194/essd-17-2605-2025 · ExternalCitation · doi-reference
Estimating soil organic carbon stocks of Swiss forest soils by robust external-drift kriging
10.5194/gmd-7-1197-2014 · ExternalCitation · doi-reference
Evaluation of digital soil mapping approaches with large sets of environmental covariates
10.5194/soil-4-1-2018 · ExternalCitation · doi-reference
SoilGrids 2.0: producing soil information for the globe with quantified spatial uncertainty
10.5194/soil-7-217-2021 · ExternalCitation · doi-reference
Forest liming in the face of climate change: the implications of restorative liming for soil organic carbon in mature German forests
10.5194/soil-9-39-2023 · ExternalCitation · doi-reference
