Review article 23 May 2019
Review article | 23 May 2019
Evolution of the ESA CCI Soil Moisture climate data records and their underlying merging methodology
Alexander Gruber et al.
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Cited
66 citations as recorded by crossref.
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- A 3 km spatially and temporally consistent European daily soil moisture reanalysis from 2000 to 2015 B. Naz et al. 10.1038/s41597-020-0450-6
- Consistency of Satellite Climate Data Records for Earth System Monitoring T. Popp et al. 10.1175/BAMS-D-19-0127.1
- An improved global remote-sensing-based surface soil moisture (RSSSM) dataset covering 2003–2018 Y. Chen et al. 10.5194/essd-13-1-2021
- The global long-term microwave Vegetation Optical Depth Climate Archive (VODCA) L. Moesinger et al. 10.5194/essd-12-177-2020
- Identification of vegetation responses to soil moisture, rainfall, and LULC over different meteorological subdivisions in India using remote sensing data K. Bhimala et al. 10.1007/s00704-020-03360-8
- Potential Applicability of SMAP in ECV Soil Moisture Gap-Filling: A Case Study in Europe Y. Liu et al. 10.1109/ACCESS.2020.3009977
- A roadmap for high-resolution satellite soil moisture applications – confronting product characteristics with user requirements J. Peng et al. 10.1016/j.rse.2020.112162
- Evaluation of soil moisture from CCAM-CABLE simulation, satellite-based models estimates and satellite observations: a case study of Skukuza and Malopeni flux towers F. Khosa et al. 10.5194/hess-24-1587-2020
- Generating high-resolution daily soil moisture by using spatial downscaling techniques: a comparison of six machine learning algorithms Y. Liu et al. 10.1016/j.advwatres.2020.103601
- Triple Collocation-Based Assessment of Satellite Soil Moisture Products with In Situ Measurements in China: Understanding the Error Sources X. Wu et al. 10.3390/rs12142275
- Assessment of Remotely Sensed and Modelled Soil Moisture Data Products in the U.S. Southern Great Plains B. Jiang et al. 10.3390/rs12122030
- Maximizing Temporal Correlations in Long-Term Global Satellite Soil Moisture Data-Merging D. Hagan et al. 10.3390/rs12132164
- Uncertainty analysis of eleven multisource soil moisture products in the third pole environment based on the three-corned hat method J. Liu et al. 10.1016/j.rse.2020.112225
- Primary productivity and climate control mushroom yields in Mediterranean pine forests J. Olano et al. 10.1016/j.agrformet.2020.108015
- Cholera Risk: A Machine Learning Approach Applied to Essential Climate Variables A. Campbell et al. 10.3390/ijerph17249378
- Irrigation and Precipitation Hydrological Consistency with SMOS, SMAP, ESA-CCI, Copernicus SSM1km, and AMSR-2 Remotely Sensed Soil Moisture Products N. Paciolla et al. 10.3390/rs12223737
66 citations as recorded by crossref.
- Reassessment of land–atmosphere interactions over India during summer monsoon using state-of-the-art regional climate models A. Lodh 10.1007/s00704-020-03395-x
- Monitoring Residual Soil Moisture and Its Association to the Long-Term Variability of Rainfall over the Upper Blue Nile Basin in Ethiopia G. Ayehu et al. 10.3390/rs12132138
- Comprehensive assessment of Fengyun-3 satellites derived soil moisture with in-situ measurements across the globe Y. Liu et al. 10.1016/j.jhydrol.2020.125949
- SMAP underestimates soil moisture in vegetation-disturbed areas primarily as a result of biased surface temperature data X. Fan et al. 10.1016/j.rse.2020.111914
- Abrupt shift to hotter and drier climate over inner East Asia beyond the tipping point P. Zhang et al. 10.1126/science.abb3368
- Reconciling Flagging Strategies for Multi-Sensor Satellite Soil Moisture Climate Data Records M. van der Vliet et al. 10.3390/rs12203439
- A Global Probabilistic Dataset for Monitoring Meteorological Droughts M. Turco et al. 10.1175/BAMS-D-19-0192.1
- Implementation of Groundwater Lateral Flow and Human Water Regulation in CAS‐FGOALS‐g3 L. Wang et al. 10.1029/2019JD032289
- Challenges for drought assessment in the Mediterranean region under future climate scenarios Y. Tramblay et al. 10.1016/j.earscirev.2020.103348
- Toward operational validation systems for global satellite-based terrestrial essential climate variables B. Bayat et al. 10.1016/j.jag.2020.102240
- Connections between the hydrological cycle and crop yield in the rainfed U.S. Corn Belt W. Zhou et al. 10.1016/j.jhydrol.2020.125398
- Impacts of soil water stress on the acclimated stomatal limitation of photosynthesis: Insights from stable carbon isotope data A. Lavergne et al. 10.1111/gcb.15364
- Impact of Rescaling Approaches in Simple Fusion of Soil Moisture Products M. Afshar et al. 10.1029/2019WR025111
- Earth System Model Evaluation Tool (ESMValTool) v2.0 – technical overview M. Righi et al. 10.5194/gmd-13-1179-2020
- Concurrent wet and dry hydrological extremes at the global scale P. De Luca et al. 10.5194/esd-11-251-2020
- Evaluating the performance of random forest for large-scale flood discharge simulation L. Schoppa et al. 10.1016/j.jhydrol.2020.125531
- Validation practices for satellite soil moisture retrievals: What are (the) errors? A. Gruber et al. 10.1016/j.rse.2020.111806
- Observational evidence of wildfire-promoting soil moisture anomalies S. O et al. 10.1038/s41598-020-67530-4
- Developing a hydrological monitoring and sub-seasonal to seasonal forecasting system for South and Southeast Asian river basins Y. Zhou et al. 10.5194/hess-25-41-2021
- Global datasets of land surface state changes associated with the Madden-Julian Oscillation J. Lin & T. Qian 10.1016/j.dib.2019.104719
- Land Surface Model CAS‐LSM: Model Description and Evaluation Z. Xie et al. 10.1029/2020MS002339
- Large-scale biospheric drought response intensifies linearly with drought duration in arid regions R. Orth et al. 10.5194/bg-17-2647-2020
- Assimilation of Satellite-Derived Soil Moisture for Improved Forecasts of the Great Plains Low-Level Jet C. Ferguson et al. 10.1175/MWR-D-20-0185.1
- Comparative assessment of environmental variables and machine learning algorithms for maize yield prediction in the US Midwest Y. Kang et al. 10.1088/1748-9326/ab7df9
- A near‐term drought assessment using hydrological and climate forecasting in the Mekong River Basin H. Kang & V. Sridhar 10.1002/joc.6860
- Climate change effects on hydrometeorological compound events over southern Norway B. Poschlod et al. 10.1016/j.wace.2020.100253
- The pantropical response of soil moisture to El Niño K. Solander et al. 10.5194/hess-24-2303-2020
- Additional Value of Using Satellite-Based Soil Moisture and Two Sources of Groundwater Data for Hydrological Model Calibration . Demirel et al. 10.3390/w11102083
- Quantifying Long-Term Land Surface and Root Zone Soil Moisture over Tibetan Plateau R. Zhuang et al. 10.3390/rs12030509
- Divergent Sensitivities of Spaceborne Solar-Induced Chlorophyll Fluorescence to Drought among Different Seasons and Regions X. Sun et al. 10.3390/ijgi9090542
- Mapping High Spatiotemporal-Resolution Soil Moisture by Upscaling Sparse Ground-Based Observations Using a Bayesian Linear Regression Method for Comparison with Microwave Remotely Sensed Soil Moisture Products J. Kang et al. 10.3390/rs13020228
- Evaluating Hydrological Processes of the Atmosphere–Vegetation Interaction Model and MERRA-2 at Global Scale M. Lv et al. 10.3390/atmos12010016
- On the Potential of Sentinel-1 for High Resolution Monitoring of Water Table Dynamics in Grasslands on Organic Soils T. Asmuß et al. 10.3390/rs11141659
- Improved Simulation of Monsoon Depressions and Heavy Rains From Direct and Indirect Initialization of Soil Moisture Over India K. Osuri et al. 10.1029/2020JD032400
- Soil Moisture Analysis by Means of Multispectral Images According to Land Use and Spatial Resolution on Andosols in the Colombian Andes M. Casamitjana et al. 10.3390/app10165540
- Tracking tree growth through satellite soil moisture monitoring: A case study of Pinus halepensis in Spain J. Martínez-Fernández et al. 10.1016/j.rse.2019.111422
- Integrated Hydrologic Modeling to Untangle the Impacts of Water Management During Drought L. Thatch et al. 10.1111/gwat.12995
- Downscaling of ESA CCI soil moisture in Taihu Lake Basin: are wetness conditions and non-linearity important? Y. Liu et al. 10.2166/wcc.2020.131
- Time- and depth-resolved mechanistic assessment of water stress in Australian ecosystems under the CMIP6 scenarios M. Guglielmo et al. 10.1016/j.advwatres.2020.103837
- The mechanisms explaining tree species richness and composition are convergent in a megadiverse hotspot V. Zwiener et al. 10.1007/s10531-019-01910-9
- Response of winter wheat to spring frost from a remote sensing perspective: Damage estimation and influential factors S. Wang et al. 10.1016/j.isprsjprs.2020.08.014
- Earth Observation for agricultural drought monitoring in the Pannonian Basin (southeastern Europe): current state and future directions L. Crocetti et al. 10.1007/s10113-020-01710-w
- Spatial Gap-Filling of ESA CCI Satellite-Derived Soil Moisture Based on Geostatistical Techniques and Multiple Regression R. Llamas et al. 10.3390/rs12040665
- Satellite Remote Sensing of Precipitation and the Terrestrial Water Cycle in a Changing Climate V. Levizzani & E. Cattani 10.3390/rs11192301
- Evaluation of 18 satellite- and model-based soil moisture products using in situ measurements from 826 sensors H. Beck et al. 10.5194/hess-25-17-2021
- Regression Models for Soil Water Storage Estimation Using the ESA CCI Satellite Soil Moisture Product: A Case Study in Northeast Portugal T. de Figueiredo et al. 10.3390/w13010037
- Global assessments of two blended microwave soil moisture products CCI and SMOPS with in-situ measurements and reanalysis data Y. Wang et al. 10.1016/j.jag.2020.102234
- NOAA Satellite Soil Moisture Operational Product System (SMOPS) Version 3.0 Generates Higher Accuracy Blended Satellite Soil Moisture J. Yin et al. 10.3390/rs12172861
- Challenges in flood modeling over data-scarce regions: how to exploit globally available soil moisture products to estimate antecedent soil wetness conditions in Morocco E. El Khalki et al. 10.5194/nhess-20-2591-2020
- Impact of Aerosols From Urban and Shipping Emission Sources on Terrestrial Carbon Uptake and Evapotranspiration: A Case Study in East Asia M. Huang et al. 10.1029/2019JD030818
- A 3 km spatially and temporally consistent European daily soil moisture reanalysis from 2000 to 2015 B. Naz et al. 10.1038/s41597-020-0450-6
- Consistency of Satellite Climate Data Records for Earth System Monitoring T. Popp et al. 10.1175/BAMS-D-19-0127.1
- An improved global remote-sensing-based surface soil moisture (RSSSM) dataset covering 2003–2018 Y. Chen et al. 10.5194/essd-13-1-2021
- The global long-term microwave Vegetation Optical Depth Climate Archive (VODCA) L. Moesinger et al. 10.5194/essd-12-177-2020
- Identification of vegetation responses to soil moisture, rainfall, and LULC over different meteorological subdivisions in India using remote sensing data K. Bhimala et al. 10.1007/s00704-020-03360-8
- Potential Applicability of SMAP in ECV Soil Moisture Gap-Filling: A Case Study in Europe Y. Liu et al. 10.1109/ACCESS.2020.3009977
- A roadmap for high-resolution satellite soil moisture applications – confronting product characteristics with user requirements J. Peng et al. 10.1016/j.rse.2020.112162
- Evaluation of soil moisture from CCAM-CABLE simulation, satellite-based models estimates and satellite observations: a case study of Skukuza and Malopeni flux towers F. Khosa et al. 10.5194/hess-24-1587-2020
- Generating high-resolution daily soil moisture by using spatial downscaling techniques: a comparison of six machine learning algorithms Y. Liu et al. 10.1016/j.advwatres.2020.103601
- Triple Collocation-Based Assessment of Satellite Soil Moisture Products with In Situ Measurements in China: Understanding the Error Sources X. Wu et al. 10.3390/rs12142275
- Assessment of Remotely Sensed and Modelled Soil Moisture Data Products in the U.S. Southern Great Plains B. Jiang et al. 10.3390/rs12122030
- Maximizing Temporal Correlations in Long-Term Global Satellite Soil Moisture Data-Merging D. Hagan et al. 10.3390/rs12132164
- Uncertainty analysis of eleven multisource soil moisture products in the third pole environment based on the three-corned hat method J. Liu et al. 10.1016/j.rse.2020.112225
- Primary productivity and climate control mushroom yields in Mediterranean pine forests J. Olano et al. 10.1016/j.agrformet.2020.108015
- Cholera Risk: A Machine Learning Approach Applied to Essential Climate Variables A. Campbell et al. 10.3390/ijerph17249378
- Irrigation and Precipitation Hydrological Consistency with SMOS, SMAP, ESA-CCI, Copernicus SSM1km, and AMSR-2 Remotely Sensed Soil Moisture Products N. Paciolla et al. 10.3390/rs12223737
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Short summary
Soil moisture is a key variable in our Earth system. Knowledge of soil moisture and its dynamics across scales is vital for many applications such as the prediction of agricultural yields or irrigation demands, flood and drought monitoring, weather forecasting and climate modelling. To date, the ESA CCI SM products are the only consistent long-term multi-satellite soil moisture data sets available. This paper reviews the evolution of these products and their underlying merging methodology.
Soil moisture is a key variable in our Earth system. Knowledge of soil moisture and its dynamics...