Articles | Volume 5, issue 2
https://doi.org/10.5194/soil-5-137-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/soil-5-137-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
A review of the global soil property maps for Earth system models
Yongjiu Dai
CORRESPONDING AUTHOR
Southern Marine Science and Engineering Guangdong Laboratory
(Zhuhai), Guangdong Province Key Laboratory for Climate Change and Natural
Disaster Studies, School of Atmospheric Sciences, Sun Yat-sen University,
Guangzhou, China
Southern Marine Science and Engineering Guangdong Laboratory
(Zhuhai), Guangdong Province Key Laboratory for Climate Change and Natural
Disaster Studies, School of Atmospheric Sciences, Sun Yat-sen University,
Guangzhou, China
Nan Wei
Southern Marine Science and Engineering Guangdong Laboratory
(Zhuhai), Guangdong Province Key Laboratory for Climate Change and Natural
Disaster Studies, School of Atmospheric Sciences, Sun Yat-sen University,
Guangzhou, China
Qinchuan Xin
School of Geography and Planning, Sun Yat-sen University, Guangzhou,
China
Hua Yuan
Southern Marine Science and Engineering Guangdong Laboratory
(Zhuhai), Guangdong Province Key Laboratory for Climate Change and Natural
Disaster Studies, School of Atmospheric Sciences, Sun Yat-sen University,
Guangzhou, China
Shupeng Zhang
Southern Marine Science and Engineering Guangdong Laboratory
(Zhuhai), Guangdong Province Key Laboratory for Climate Change and Natural
Disaster Studies, School of Atmospheric Sciences, Sun Yat-sen University,
Guangzhou, China
Shaofeng Liu
Southern Marine Science and Engineering Guangdong Laboratory
(Zhuhai), Guangdong Province Key Laboratory for Climate Change and Natural
Disaster Studies, School of Atmospheric Sciences, Sun Yat-sen University,
Guangzhou, China
Xingjie Lu
Southern Marine Science and Engineering Guangdong Laboratory
(Zhuhai), Guangdong Province Key Laboratory for Climate Change and Natural
Disaster Studies, School of Atmospheric Sciences, Sun Yat-sen University,
Guangzhou, China
Dagang Wang
School of Geography and Planning, Sun Yat-sen University, Guangzhou,
China
Fapeng Yan
College of Global Change and Earth System Science, Beijing Normal
University, Beijing, China
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Cited
125 citations as recorded by crossref.
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- Updates in assessing soil organic carbon and their implications for evaluating land use change emissions L. Benavidez-Brouk et al.
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- Digital mapping of the soil available water capacity: tool for the resilience of agricultural systems to climate change A. Gómez et al.
- A Global High‐Resolution Data Set of Soil Hydraulic and Thermal Properties for Land Surface Modeling Y. Dai et al.
- Mapping Surficial Soil Particle Size Fractions in Alpine Permafrost Regions of the Qinghai–Tibet Plateau C. Wang et al.
- Characteristics and influencing factors of soil moisture memory across mainland China X. Hong et al.
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- Irrigation Amounts and Timing Retrieval through Data Assimilation of Surface Soil Moisture into the FAO-56 Approach in the South Mediterranean Region N. Ouaadi et al.
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- Lifting the profile of deep soil carbon in New Zealand’s managed planted forests L. Garrett et al.
- Drought adaptability of phreatophytes: insight from vertical root distribution in drylands of China T. Wang et al.
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- Hand-feel soil texture classes and particle-size distribution as predictors of soil water content at field capacity. Further insights into the sources of uncertainty A. Richer-de-Forges et al.
- Deep Learning Optimizes Data-Driven Representation of Soil Organic Carbon in Earth System Model Over the Conterminous United States F. Tao et al.
- Mapping Surface Organic Soil Properties in Arctic Tundra Using C-Band SAR Data Y. Yi et al.
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125 citations as recorded by crossref.
- Implementation of global soil databases in the Noah-MP model and the effects on simulated mean and extreme soil hydrothermal changes K. Ishola et al.
- A flux tower site attribute dataset intended for land surface modeling J. Shi et al.
- Dynamic parameterization of global land surface albedo components: Bare soil, non-photosynthetic vegetation, and photosynthetic vegetation A. Jia et al.
- Water and heat coupling processes and its simulation in frozen soils: Current status and future research directions G. Hu et al.
- Development of a composite index for assessing the risk of land degradation Y. Gao et al.
- Hydro-pedotransfer functions: a roadmap for future development T. Weber et al.
- Employing a Multi-Input Deep Convolutional Neural Network to Derive Soil Clay Content from a Synergy of Multi-Temporal Optical and Radar Imagery Data N. Tziolas et al.
- Generation of global 1 km daily soil moisture product from 2000 to 2020 using ensemble learning Y. Zhang et al.
- Systematic Evaluation of a High-Resolution CLM5 Simulation over Continental China for 1979–2018 X. Ma & A. Wang
- Cognitive Soil Digital Twin for Monitoring the Soil Ecosystem: A Conceptual Framework N. Tsakiridis et al.
- Impact of local versus global datasets on hydrological responses in Mahanadi River basin in India S. Naha et al.
- Effects of land surface model resolution on soil moisture and wildfire simulations using Community Land Model version 5 – Biogeochemistry H. Seo et al.
- The influence of rock fragments on field capacity water content in stony soils from hard sandstone alluvium B. Robertson et al.
- Investigating the Efficacy of the SMAP Downscaled Soil Moisture Product for Drought Monitoring Based on Information Theory Z. Wu et al.
- Soil moisture content retrieval from Landsat 8 data using ensemble learning Y. Zhang et al.
- Global spatially explicit carbon emissions from land-use change over the past six decades (1961–2020) Z. Qin et al.
- In situ observations of soil hydraulic properties and soil moisture in a high, cold mountainous area of the northeastern Qinghai-Tibet Plateau J. Tian et al.
- Representation of Stony Surface‐Atmosphere Interactions in WRF Reduces Cold and Wet Biases for the Southern Tibetan Plateau S. Yue et al.
- The impacts of roughness length on the simulation of land-atmosphere water and heat exchanges over the Yarlung Zangbo Grand canyon region Q. Zhang et al.
- CHLSOC: the Chilean Soil Organic Carbon database, a multi-institutional collaborative effort M. Pfeiffer et al.
- Reducing location error of legacy soil profiles leads to improvement in digital soil mapping G. Shi et al.
- Sensitivity of joint atmospheric-terrestrial water balance simulations to soil representation: Convection-permitting coupled WRF-Hydro simulations for southern Africa Z. Zhang et al.
- Importance of dry deposition parameterization choice in global simulations of surface ozone A. Wong et al.
- Pedotransfer Function for the Brunswick Soil Hydraulic Property Model and Comparison to the van Genuchten‐Mualem Model T. Weber et al.
- Improving soil moisture simulation by optimizing soil texture profiles with a micro-genetic algorithm S. Lim et al.
- Depth-to-bedrock map of China at a spatial resolution of 100 meters F. Yan et al.
- Updates in assessing soil organic carbon and their implications for evaluating land use change emissions L. Benavidez-Brouk et al.
- Assessing the factors governing the ability to predict late-spring flooding in cold-region mountain basins V. Vionnet et al.
- Remote Sensed and/or Global Datasets for Distributed Hydrological Modelling: A Review M. Ali et al.
- Digital mapping of the soil available water capacity: tool for the resilience of agricultural systems to climate change A. Gómez et al.
- A Global High‐Resolution Data Set of Soil Hydraulic and Thermal Properties for Land Surface Modeling Y. Dai et al.
- Mapping Surficial Soil Particle Size Fractions in Alpine Permafrost Regions of the Qinghai–Tibet Plateau C. Wang et al.
- Characteristics and influencing factors of soil moisture memory across mainland China X. Hong et al.
- Coupling a New Version of the Common Land Model (CoLM) to the Global/Regional Assimilation and Prediction System (GRAPES): Implementation, Experiment, and Preliminary Evaluation Z. Yuan & N. Wei
- Irrigation Amounts and Timing Retrieval through Data Assimilation of Surface Soil Moisture into the FAO-56 Approach in the South Mediterranean Region N. Ouaadi et al.
- Improving Surface Soil Moisture Simulation in FGOALS-g3 Over Southeastern China: The Role of Soil Texture K. Xia et al.
- Impact of alternative soil data sources on the uncertainties in simulated land-atmosphere interactions Z. Zhang et al.
- Lifting the profile of deep soil carbon in New Zealand’s managed planted forests L. Garrett et al.
- Drought adaptability of phreatophytes: insight from vertical root distribution in drylands of China T. Wang et al.
- Do we have globally representative data to understand soil processes? A. Malhotra et al.
- Integrating geospatial analysis and the suitability-resources quality index to optimize crop suitability for sustainable agriculture S. Ganzour et al.
- Paleoclimate contributes to soil carbon storage in subtropical shrublands J. Ge et al.
- Potential of Mapping Global Soil Texture Type From SMAP Soil Moisture Product: A Pilot Study L. Zhao et al.
- Precipitation deficit related drought induces the decrease in the sensitivity of GPP to air temperature and radiation in mainland China Y. Wei et al.
- Watershed‐Scale Effective Hydraulic Properties of the Continental United States A. Tashie et al.
- Transformation rate maps of dissolved organic carbon in the contiguous US L. Li et al.
- Patterns and controls of leaf litter nitrogen and phosphorus of broad-leaved tree species across and within the tropics and the extra-tropics B. Ma et al.
- Modelling the productivity of opportunity crops across Africa under climate change in support of the Vision for Adapted Crops and Soils J. Guarin et al.
- A China dataset of soil properties for land surface modelling (version 2, CSDLv2) G. Shi et al.
- Impact of soil texture in coupled regional climate model on land-atmosphere interactions I. Lazić et al.
- Biotic and Abiotic Factors Controlling Spatial Variation of Mean Carbon Turnover Time in Forest Soil J. Wang et al.
- The thermal state of permafrost under climate change on the Qinghai–Tibet Plateau (1980–2022): a case study of the West Kunlun J. Zhao et al.
- Deep Learning with a Multi-Task Convolutional Neural Network to Generate a National-Scale 3D Soil Data Product: The Particle Size Distribution of the German Agricultural Soil Landscape M. Ließ & A. Sakhaee
- P-LSHv2: a multi-decadal global daily evapotranspiration dataset enhanced with explicit soil moisture constraints J. Feng et al.
- Dynamically weighted ensemble of geoscientific models via automated machine-learning-based classification H. Chen et al.
- How intensive revegetation affects runoff in semiarid watersheds: A case study based on an integrated modelling framework Y. Chang & H. Lei
- Decoding the drivers of global desertification sensitivity from 2005 to 2020 Q. Wu et al.
- High-resolution land surface modelling over Africa: the role of uncertain soil properties in combination with forcing temporal resolution B. Oloruntoba et al.
- SCATSAT-1 backscattering coefficient over distinct land surfaces and its dependence on soil moisture and vegetation dynamics M. Mishra et al.
- Continental lowlands face rising crop vulnerability: structural change in regional climate sensitivity of crop yields, Hungary (Central and Eastern Europe), 1921–2010 Z. Pinke et al.
- Challenges for drought assessment in the Mediterranean region under future climate scenarios Y. Tramblay et al.
- Organic carbon stocks, quality and prediction in permafrost-affected forest soils in North Canada M. Schiedung et al.
- Uncertainty quantification for digital soil mapping: An overview A. ZHU et al.
- Providing quality-assessed and standardised soil data to support global mapping and modelling (WoSIS snapshot 2023) N. Batjes et al.
- A new process-based and scale-aware desert dust emission scheme for global climate models – Part I: Description and evaluation against inverse modeling emissions D. Leung et al.
- On the Uncertainty Induced by Pedotransfer Functions in Terrestrial Biosphere Modeling A. Paschalis et al.
- 青藏高原东北部高寒山区土壤水文属性数据和土壤水定位观测网 杰. 田 et al.
- Watershed Workflow: A toolset for parameterizing data-intensive, integrated hydrologic models E. Coon & P. Shuai
- Global terrestrial evaporation from physically-based, calibration-free complementary relationship Z. Tu et al.
- The prevalent life cycle of agricultural flash droughts M. Lovino et al.
- Elucidating Hidden and Enduring Weaknesses in Dust Emission Modeling A. Chappell et al.
- Soil Moisture Memory of Land Surface Models Utilized in Major Reanalyses Differ Significantly From SMAP Observation Q. He et al.
- Spatiotemporal dynamics of soil organic carbon stocks due to plantation expansion and other land use changes in Kerala, India (1972–2020) S. Kandadai et al.
- Hand-feel soil texture classes and particle-size distribution as predictors of soil water content at field capacity. Further insights into the sources of uncertainty A. Richer-de-Forges et al.
- Deep Learning Optimizes Data-Driven Representation of Soil Organic Carbon in Earth System Model Over the Conterminous United States F. Tao et al.
- Mapping Surface Organic Soil Properties in Arctic Tundra Using C-Band SAR Data Y. Yi et al.
- Evaluating permafrost definitions for global permafrost area estimates in CMIP6 climate models N. Steinert et al.
- A high-resolution, 3D groundwater-surface water simulation of the contiguous US: Advances in the integrated ParFlow CONUS 2.0 modeling platform C. Yang et al.
- Assessing the feasibility of copula functions for estimating soil properties: a case study in Hunan Province Z. Qingqi
- SoilGrids 2.0: producing soil information for the globe with quantified spatial uncertainty L. Poggio et al.
- Exploring Machine Learning Models for Soil Nutrient Properties Prediction: A Systematic Review O. Folorunso et al.
- Effects of Soil Texture Datasets on FGOALS-g3 Global Long-Term Simulations K. Xia et al.
- Understanding soil phosphorus cycling for sustainable development: A review J. Helfenstein et al.
- Data assimilation of forest status using Sentinel-2 data and a process-based model F. Minunno et al.
- Global BROOK90 R Package: An Automatic Framework to Simulate the Water Balance at Any Location I. Vorobevskii et al.
- Hydropedological clustering: improving the representation of low streamflows in a semi-distributed hydrological model F. Gimeno et al.
- The Effects of Soil Representation in WRF–CLM on the Atmospheric Moisture Budget E. Dennis & E. Berbery
- A scalable framework for soil property mapping tested across a highly diverse tropical data-scarce region R. Miranda et al.
- Towards comparable assessment of the soil nutrient status across scales—Review and development of nutrient metrics K. Van Sundert et al.
- Standardised soil profile data to support global mapping and modelling (WoSIS snapshot 2019) N. Batjes et al.
- A spatial downscaling method for SMAP soil moisture considering vegetation memory and spatiotemporal fusion C. Cui et al.
- Comparison of empirical and process-based modelling to quantify soil-supported ecosystem services on the Saclay plateau (France) P. Choquet et al.
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Saved (final revised paper)
Latest update: 30 Apr 2026
Short summary
Soil data are widely used in various Earth science fields. We reviewed soil property maps for Earth system models, which can also offer insights to soil data developers and users. Old soil datasets are often based on limited observations and have various uncertainties. Updated and comprehensive soil data are made available to the public and can benefit related research. Good-quality soil data are identified and suggestions on how to improve and use them are provided.
Soil data are widely used in various Earth science fields. We reviewed soil property maps for...