Articles | Volume 25, issue 1
https://doi.org/10.5194/hess-25-17-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/hess-25-17-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Evaluation of 18 satellite- and model-based soil moisture products using in situ measurements from 826 sensors
Department of Civil and Environmental Engineering, Princeton University, Princeton, NJ, USA
Department of Civil and Environmental Engineering, Princeton University, Princeton, NJ, USA
Diego G. Miralles
Hydro-Climate Extremes Lab (H-CEL), Ghent University, Ghent, Belgium
Rolf H. Reichle
Global Modeling and Assimilation Office, NASA Goddard Space Flight Center, Greenbelt, MD, USA
Wouter A. Dorigo
Department of Geodesy and Geoinformation (GEO), Vienna University of Technology, Vienna, Austria
Sebastian Hahn
Department of Geodesy and Geoinformation (GEO), Vienna University of Technology, Vienna, Austria
Justin Sheffield
School of Geography and Environmental Science, University of Southampton, Southampton, United Kingdom
Lanka Karthikeyan
Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Powai, Mumbai 400 076, India
Gianpaolo Balsamo
European Centre for Medium-Range Weather Forecasts (ECMWF), Reading, UK
Robert M. Parinussa
School of Geographic Sciences, Nanjing University of Information Science & Technology, Nanjing, Jiangsu, People's Republic of China
Albert I. J. M. van Dijk
Fenner School of Environment and Society, Australian National University, Canberra, Australian Capital Territory, Australia
Jinyang Du
Numerical Terradynamic Simulation Group, University of Montana, Missoula, MT 59801, USA
John S. Kimball
Numerical Terradynamic Simulation Group, University of Montana, Missoula, MT 59801, USA
Noemi Vergopolan
Department of Civil and Environmental Engineering, Princeton University, Princeton, NJ, USA
Eric F. Wood
Department of Civil and Environmental Engineering, Princeton University, Princeton, NJ, USA
Viewed
Total article views: 12,458 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 19 May 2020)
HTML | XML | Total | Supplement | BibTeX | EndNote | |
---|---|---|---|---|---|---|
8,430 | 3,897 | 131 | 12,458 | 1,032 | 121 | 127 |
- HTML: 8,430
- PDF: 3,897
- XML: 131
- Total: 12,458
- Supplement: 1,032
- BibTeX: 121
- EndNote: 127
Total article views: 9,409 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 04 Jan 2021)
HTML | XML | Total | Supplement | BibTeX | EndNote | |
---|---|---|---|---|---|---|
7,100 | 2,217 | 92 | 9,409 | 262 | 88 | 104 |
- HTML: 7,100
- PDF: 2,217
- XML: 92
- Total: 9,409
- Supplement: 262
- BibTeX: 88
- EndNote: 104
Total article views: 3,049 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 19 May 2020)
HTML | XML | Total | Supplement | BibTeX | EndNote | |
---|---|---|---|---|---|---|
1,330 | 1,680 | 39 | 3,049 | 770 | 33 | 23 |
- HTML: 1,330
- PDF: 1,680
- XML: 39
- Total: 3,049
- Supplement: 770
- BibTeX: 33
- EndNote: 23
Viewed (geographical distribution)
Total article views: 12,458 (including HTML, PDF, and XML)
Thereof 11,121 with geography defined
and 1,337 with unknown origin.
Total article views: 9,409 (including HTML, PDF, and XML)
Thereof 8,726 with geography defined
and 683 with unknown origin.
Total article views: 3,049 (including HTML, PDF, and XML)
Thereof 2,395 with geography defined
and 654 with unknown origin.
Country | # | Views | % |
---|
Country | # | Views | % |
---|
Country | # | Views | % |
---|
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Cited
177 citations as recorded by crossref.
- L-Band Soil Moisture Retrievals Using Microwave Based Temperature and Filtering. Towards Model-Independent Climate Data Records R. van der Schalie et al. 10.3390/rs13132480
- Global estimates of daily evapotranspiration using SMAP surface and root-zone soil moisture Y. Kim et al. 10.1016/j.rse.2023.113803
- A copula-supported Bayesian framework for spatial downscaling of GRACE-derived terrestrial water storage flux M. Tourian et al. 10.1016/j.rse.2023.113685
- Potential caveats in land surface model evaluations using the US drought monitor: roles of base periods and drought indicators H. Wang et al. 10.1088/1748-9326/ac3f63
- Improved global evapotranspiration estimates using proportionality hypothesis-based water balance constraints J. Fu et al. 10.1016/j.rse.2022.113140
- Evaluating satellite-derived soil moisture data for improving the internal consistency of process-based ecohydrological modelling D. Duethmann et al. 10.1016/j.jhydrol.2022.128462
- Comprehensive evaluation of satellite-based and reanalysis soil moisture products using in situ observations over China X. Ling et al. 10.5194/hess-25-4209-2021
- Recent advancements of landslide hydrology R. Greco et al. 10.1002/wat2.1675
- A 21-year dataset (2000–2020) of gap-free global daily surface soil moisture at 1-km grid resolution C. Zheng et al. 10.1038/s41597-023-01991-w
- Towards near real-time national-scale soil water content monitoring using data fusion as a downscaling alternative I. Fuentes et al. 10.1016/j.jhydrol.2022.127705
- Reconstruction of a Global 9 km, 8-Day SMAP Surface Soil Moisture Dataset during 2015–2020 by Spatiotemporal Fusion H. Yang et al. 10.34133/2022/9871246
- Integration of microwave satellite soil moisture products in the contextual surface temperature-vegetation index models for spatially continuous evapotranspiration estimation W. Zhu et al. 10.1016/j.isprsjprs.2023.08.004
- Isotope data-constrained hydrological model improves soil moisture simulation and runoff source apportionment Y. Nan & F. Tian 10.1016/j.jhydrol.2024.131006
- Comparing Satellite Soil Moisture Products Using In Situ Observations over an Instrumented Experimental Basin in Romania S. Ortenzi et al. 10.3390/rs16173283
- Soil moisture content retrieval from Landsat 8 data using ensemble learning Y. Zhang et al. 10.1016/j.isprsjprs.2022.01.005
- Validation of downscaled 1‐km SMOS and SMAP soil moisture data in 2010–2021 B. Fang et al. 10.1002/vzj2.20305
- Winter Wheat Yield Estimation Based on Sparrow Search Algorithm Combined with Random Forest: A Case Study in Henan Province, China X. Shi et al. 10.1007/s11769-024-1421-1
- Soil moisture-evaporation coupling shifts into new gears under increasing CO2 H. Hsu & P. Dirmeyer 10.1038/s41467-023-36794-5
- A data-driven model for Fennoscandian wildfire danger S. Bakke et al. 10.5194/nhess-23-65-2023
- Extreme Compound and Seesaw Hydrometeorological Events in New Zealand: An Initial Assessment M. Bennet et al. 10.1029/2022JD038346
- Using distributed root soil moisture data to enhance the performance of rainfall thresholds for landslide warning Y. Guo et al. 10.1007/s11069-022-05588-1
- InterComparison and Evaluation of MultiSource Soil Moisture Products in China H. Li et al. 10.1029/2021EA001845
- Soil Moisture-Derived SWDI at 30 m Based on Multiple Satellite Datasets for Agricultural Drought Monitoring J. Ning et al. 10.3390/rs16183372
- Tree-ring δ18Ocellulose variations in two Nothofagus species record large-scaleclimatic signals in the South American sector of the Southern Ocean P. Soto-Rogel et al. 10.1016/j.palaeo.2023.111474
- Impacts of hydrometeorological controls on vegetation productivity: Evidence from satellite observations and reanalysis Y. Liu et al. 10.1016/j.ecolind.2024.111976
- Agricultural Drought Monitoring Using an Enhanced Soil Water Deficit Index Derived from Remote Sensing and Model Data Merging X. Wu et al. 10.3390/rs16122156
- SMAP-HydroBlocks, a 30-m satellite-based soil moisture dataset for the conterminous US N. Vergopolan et al. 10.1038/s41597-021-01050-2
- Groundwater sustainability assessment in the Middle East using GRACE/GRACE-FO data Z. Nikraftar et al. 10.1007/s10040-023-02717-3
- Assimilation of Satellite-Derived Soil Moisture and Brightness Temperature in Land Surface Models: A Review R. Khandan et al. 10.3390/rs14030770
- Improved daily SMAP satellite soil moisture prediction over China using deep learning model with transfer learning Q. Li et al. 10.1016/j.jhydrol.2021.126698
- Incorporating Advanced Scatterometer Surface and Root Zone Soil Moisture Products into the Calibration of a Conceptual Semi-Distributed Hydrological Model M. Kubáň et al. 10.3390/w13233366
- Global vegetation productivity increased in response to COVID-19 restrictions C. Dang et al. 10.1080/10095020.2023.2300842
- The lagged effect and impact of soil moisture drought on terrestrial ecosystem water use efficiency Y. Ji et al. 10.1016/j.ecolind.2021.108349
- Use of a new Tibetan Plateau network for permafrost to characterize satellite-based products errors: An application to soil moisture and freeze/thaw J. Zheng et al. 10.1016/j.rse.2023.113899
- Process Controls on Flood Seasonality in Brazil V. Chagas et al. 10.1029/2021GL096754
- Cross-Evaluation of Soil Moisture Based on the Triple Collocation Method and a Preliminary Application of Quality Control for Station Observations in China W. Xiong et al. 10.3390/w14071054
- Global Evaluation of SMAP/Sentinel-1 Soil Moisture Products F. Mohseni et al. 10.3390/rs14184624
- Evaluation of reanalysis soil moisture products using cosmic ray neutron sensor observations across the globe Y. Zheng et al. 10.5194/hess-28-1999-2024
- Towards Consistent Soil Moisture Records from China’s FengYun-3 Microwave Observations G. Wang et al. 10.3390/rs14051225
- Diverse spatiotemporal patterns of vapor pressure deficit and soil moisture across China S. Chen et al. 10.1016/j.ejrh.2024.101712
- Assessment of Agricultural Drought Based on Reanalysis Soil Moisture in Southern China W. Shangguan et al. 10.3390/land11040502
- Combining Sentinel-2 data with an optical-trapezoid approach to infer within-field soil moisture variability and monitor agricultural production stages C. Ma et al. 10.1016/j.agwat.2022.107942
- Assessment of long-term multisource surface and subsurface soil moisture products and estimate methods on the Tibetan Plateau P. Zhang et al. 10.1016/j.jhydrol.2024.131713
- Synergistic Calibration of a Hydrological Model Using Discharge and Remotely Sensed Soil Moisture in the Paraná River Basin A. Fleischmann et al. 10.3390/rs13163256
- The synergies of SMAP enhanced and MODIS products in a random forest regression for estimating 1 km soil moisture over Africa using Google Earth Engine F. Mohseni et al. 10.1080/20964471.2023.2257905
- Estimating Rootzone Soil Moisture by Fusing Multiple Remote Sensing Products with Machine Learning S. Sahaar & J. Niemann 10.3390/rs16193699
- A Long-term Consistent Artificial Intelligence and Remote Sensing-based Soil Moisture Dataset O. Skulovich & P. Gentine 10.1038/s41597-023-02053-x
- Estimation of Soil Freeze Depth in Typical Snowy Regions Using Reanalysis Dataset: A Case Study in Heilongjiang Province, China X. Wang et al. 10.3390/rs14235989
- Evaluation of adaptive capacity of slope regulation and storage measures on the Loess Plateau under drought stress S. Yan et al. 10.1016/j.agwat.2024.109184
- An alternative AMSR2 vegetation optical depth for monitoring vegetation at large scales M. Wang et al. 10.1016/j.rse.2021.112556
- Combined large-scale tropical and subtropical forcing on the severe 2019–2022 drought in South America J. Geirinhas et al. 10.1038/s41612-023-00510-3
- A Multiscale Deep Learning Model for Soil Moisture Integrating Satellite and In Situ Data J. Liu et al. 10.1029/2021GL096847
- Reappraisal of SMAP inversion algorithms for soil moisture and vegetation optical depth L. Gao et al. 10.1016/j.rse.2021.112627
- A climate-adaptive transfer learning framework for improving soil moisture estimation in the Qinghai-Tibet Plateau J. Yang et al. 10.1016/j.jhydrol.2024.130717
- Bias Correction for ERA5-Land Soil Moisture Product Using Variational Mode Decomposition in the Permafrost Region of Qinghai–Tibet Plateau T. Chang et al. 10.1109/JSTARS.2022.3200062
- Spatio-temporal accuracy evaluation of MSWEP daily precipitation over the Huaihe River Basin, China: A comparison study with representative satellite- and reanalysis-based products L. Li et al. 10.1007/s11442-022-2047-9
- The Application of PERSIANN Family Datasets for Hydrological Modeling H. Salehi et al. 10.3390/rs14153675
- An assessment of L-band surface soil moisture products from SMOS and SMAP in the tropical areas H. Ma et al. 10.1016/j.rse.2022.113344
- Quantifying the long-term changes of terrestrial water storage and their driving factors X. Shi et al. 10.1016/j.jhydrol.2024.131096
- Generating surface soil moisture at the 30 m resolution in grape-growing areas based on stacked ensemble learning S. Tao et al. 10.1080/01431161.2024.2377228
- Improving surface soil moisture retrievals through a novel assimilation algorithm to estimate both model and observation errors J. Tian et al. 10.1016/j.rse.2021.112802
- A Review of User Perceptions of Drought Indices and Indicators Used in the Diverse Climates of North America R. Heim et al. 10.3390/atmos14121794
- Downscaling of SMAP Soil Moisture Data by Using a Deep Belief Network Y. Cai et al. 10.3390/rs14225681
- Merging and Downscaling Soil Moisture Data From CMIP6 Projections Using Deep Learning Method D. Feng et al. 10.3389/fenvs.2022.847475
- A deep neural network based SMAP soil moisture product L. Gao et al. 10.1016/j.rse.2022.113059
- Evaluation of root zone soil moisture products over the Huai River basin E. Liu et al. 10.5194/hess-28-2375-2024
- Filling GRACE data gap using an innovative transformer-based deep learning approach L. Wang & Y. Zhang 10.1016/j.rse.2024.114465
- Influence patterns of soil moisture change on surface-air temperature difference under different climatic background K. Jiang et al. 10.1016/j.scitotenv.2022.153607
- Effect of Radio Frequency Interference-Contaminated AMSR2 Signal Restoration on Soil Moisture Retrieval X. Bai et al. 10.3390/rs14194796
- Source contributions to two super dust storms over Northern China in March 2021 and the impact of soil moisture H. Kang et al. 10.1016/j.scitotenv.2024.175289
- Spatio-temporal changes in global root zone soil moisture from 1981 to 2017 X. Luo et al. 10.1016/j.jhydrol.2023.130297
- Analyzing Effects of Crops on SMAP Satellite-Based Soil Moisture Using a Rainfall–Runoff Model in the U.S. Corn Belt N. Jadidoleslam et al. 10.1109/JSTARS.2021.3131133
- The effects of satellite soil moisture data on the parametrization of topsoil and root zone soil moisture in a conceptual hydrological model M. Kuban et al. 10.2478/johh-2022-0021
- Improved SMAP Soil Moisture Retrieval Using a Deep Neural Network-Based Replacement of Radiative Transfer and Roughness Model J. Lee et al. 10.1109/TGRS.2024.3489974
- Evaluation of two new-generation global soil databases for macro-scale hydrological modelling in Norway S. Huang et al. 10.1016/j.jhydrol.2022.127895
- Temporal prediction of shallow landslides exploiting soil saturation degree derived by ERA5-Land products M. Bordoni et al. 10.1007/s10064-023-03304-2
- ERA5-Land: a state-of-the-art global reanalysis dataset for land applications J. Muñoz-Sabater et al. 10.5194/essd-13-4349-2021
- DeepQC: A deep learning system for automatic quality control of in-situ soil moisture sensor time series data L. Bandaru et al. 10.1016/j.atech.2024.100514
- The Benefits of Using State‐Of‐The‐Art Digital Soil Properties Maps to Improve the Modeling of Soil Moisture in Land Surface Models C. Xu et al. 10.1029/2022WR032336
- Development of soil water content retrieving method for irrigation agriculture areas using the red-edge band of Gaofen-6 satellite R. Wang et al. 10.1016/j.agwat.2024.109045
- Evaluation of ecosystem’s response to flash drought in water-limited regions of China T. Yao et al. 10.1088/1748-9326/ad8f4a
- A Triple Collocation-Based Comparison of Three L-Band Soil Moisture Datasets, SMAP, SMOS-IC, and SMOS, Over Varied Climates and Land Covers S. Kim et al. 10.3389/frwa.2021.693172
- Characterizing natural variability in complex hydrological systems using passive microwave-based climate data records: a case study for the Okavango Delta R. van der Schalie et al. 10.5194/hess-26-3611-2022
- Soil moisture forecast for smart irrigation: The primetime for machine learning R. Togneri et al. 10.1016/j.eswa.2022.117653
- Sensitivity of Modeled Soil NOx Emissions to Soil Moisture D. Huber et al. 10.1029/2022JD037611
- Surface soil moisture from combined active and passive microwave observations: Integrating ASCAT and SMAP observations based on machine learning approaches H. Ma et al. 10.1016/j.rse.2024.114197
- Downscaling ESA CCI Soil Moisture Based on Soil and Vegetation Component Temperatures Derived From MODIS Data C. Song et al. 10.1109/JSTARS.2022.3155463
- Quantifying Flash Droughts Over China From 1980 to 2017 K. Fu & K. Wang 10.1029/2022JD037152
- Uncertainty Characterization of Ground‐Based, Satellite, and Reanalysis Snow Depth Products Using Extended Triple Collocation D. Qiao et al. 10.1029/2021WR030895
- An Integrated Approach to the Regional Estimation of Soil Moisture L. Sánchez-Fernández et al. 10.3390/hydrology11100170
- Actual Evapotranspiration Dominates Drought in Central Asia Z. Zhao et al. 10.3390/rs15184557
- Multi-Source Soil Moisture Data Fusion Based on Spherical Cap Harmonic Analysis and Helmert Variance Component Estimation in the Western U.S. H. Chen et al. 10.3390/s23198019
- Increasing footprint of climate warming on flash droughts occurrence in Europe J. Shah et al. 10.1088/1748-9326/ac6888
- South-North dipole in summer precipitation over Northeast China X. Shu et al. 10.1007/s00382-024-07256-5
- Evaluation of subsurface soil water content estimate methods: Maximum entropy vs. exponential filter H. Luo et al. 10.1016/j.jhydrol.2024.132007
- Spatial Estimates of Soil Moisture for Understanding Ecological Potential and Risk: A Case Study for Arid and Semi-Arid Ecosystems M. O’Donnell & D. Manier 10.3390/land11101856
- Assimilation of SMAP Brightness Temperature Observations in the GEOS Land–Atmosphere Data Assimilation System R. Reichle et al. 10.1109/JSTARS.2021.3118595
- Assessment of 24 soil moisture datasets using a new in situ network in the Shandian River Basin of China J. Zheng et al. 10.1016/j.rse.2022.112891
- A novel validation of satellite soil moisture using SM2RAIN-derived rainfall estimates S. Do et al. 10.3389/frsen.2024.1474088
- Variations in Global Soil Moisture During the Past Decades: Climate or Human Causes? Y. Liu et al. 10.1029/2023WR034915
- Evaluating Root-Zone Soil Moisture Products from GLEAM, GLDAS, and ERA5 Based on In Situ Observations and Triple Collocation Method over the Tibetan Plateau S. Yang et al. 10.1175/JHM-D-22-0016.1
- Improving Surface Soil Moisture Estimation Through Assimilating Satellite Land Surface Temperature With a Linear SM-LST Relationship J. Tian et al. 10.1109/JSTARS.2023.3305888
- Seasonal divergence of evapotranspiration sensitivity to vegetation changes – A proportionality-hypothesis-based analytical solution J. Fu et al. 10.1016/j.jhydrol.2022.129055
- Vapour pressure deficit is the main driver of tree canopy conductance across biomes V. Flo et al. 10.1016/j.agrformet.2022.109029
- Evaluation of Six Satellite-Based Soil Moisture Products Based on in situ Measurements in Hunan Province, Central China J. Fan et al. 10.3389/fenvs.2022.829046
- Evaluating Uncertainties in an SM-Based Inversion Algorithm for Irrigation Estimation in a Subtropical Humid Climate L. Almendra-Martín et al. 10.3390/w16172445
- Enhancing Deep Learning Soil Moisture Forecasting Models by Integrating Physics-based Models L. Li et al. 10.1007/s00376-023-3181-8
- The reliability of categorical triple collocation for evaluating soil freeze/thaw datasets H. Li et al. 10.1016/j.rse.2022.113240
- Improved soil moisture estimation: Synergistic use of satellite observations and land surface models over CONUS based on machine learning J. Lee et al. 10.1016/j.jhydrol.2022.127749
- Assessing meteorological and agricultural drought characteristics and drought propagation in Guangdong, China R. Zhang et al. 10.1016/j.ejrh.2023.101611
- The global spatiotemporal heterogeneity of land surface-air temperature difference and its influencing factors K. Jiang et al. 10.1016/j.scitotenv.2022.156214
- Spatial downscaling of SMAP soil moisture to high resolution using machine learning over China’s Loess Plateau Y. Wang et al. 10.1016/j.catena.2024.108492
- Autocorrelation Metrics to Estimate Soil Moisture Persistence From Satellite Time Series: Application to Semiarid Regions M. Piles et al. 10.1109/TGRS.2021.3057928
- Global long term daily 1 km surface soil moisture dataset with physics informed machine learning Q. Han et al. 10.1038/s41597-023-02011-7
- Seasonal variations in soil–plant interactions in contrasting urban green spaces: Insights from water stable isotopes C. Marx et al. 10.1016/j.jhydrol.2022.127998
- Multi-Scale Analysis of Agricultural Drought Propagation on the Iberian Peninsula Using Non-Parametric Indices M. Possega et al. 10.3390/w15112032
- Global high-resolution drought indices for 1981–2022 S. Gebrechorkos et al. 10.5194/essd-15-5449-2023
- The Boreal–Arctic Wetland and Lake Dataset (BAWLD) D. Olefeldt et al. 10.5194/essd-13-5127-2021
- Interpreting Conv-LSTM for Spatio-Temporal Soil Moisture Prediction in China F. Huang et al. 10.3390/agriculture13050971
- The role of soil moisture-temperature coupling for the 2018 Northern European heatwave in a subseasonal forecast S. Tak et al. 10.1016/j.wace.2024.100670
- Validation of ERA5-Land-based reconstructed air temperature and near-surface ground temperature on James Ross Island L. Kaplan Pastíriková et al. 10.1080/1088937X.2024.2434744
- Quantification and possible causes of declining groundwater resources in the Euro-Mediterranean region from 2003 to 2020 J. Xanke & T. Liesch 10.1007/s10040-021-02448-3
- Global 1 km land surface parameters for kilometer-scale Earth system modeling L. Li et al. 10.5194/essd-16-2007-2024
- A combined extended triple collocation and cumulative distribution function merging framework for improved daily precipitation estimates over mainland China L. Wei et al. 10.1016/j.jhydrol.2024.131757
- Assessment of Agricultural Drought Using Soil Water Deficit Index Based on ERA5-Land Soil Moisture Data in Four Southern Provinces of China R. Zhang et al. 10.3390/agriculture11050411
- A novel land surface temperature reconstruction method and its application for downscaling surface soil moisture with machine learning O. Güngör Şahin & O. Gündüz 10.1016/j.jhydrol.2024.131051
- Trends and drivers of recent summer drying in Switzerland S. Scherrer et al. 10.1088/2515-7620/ac4fb9
- Agricultural Drought Trends on the Iberian Peninsula: An Analysis Using Modeled and Reanalysis Soil Moisture Products L. Almendra-Martín et al. 10.3390/atmos12020236
- Impact of Soil Moisture Data Assimilation on Analysis and Medium-Range Forecasts in an Operational Global Data Assimilation and Prediction System S. Jun et al. 10.3390/atmos12091089
- Rethinking Satellite Data Merging: From Averaging to SNR Optimization S. Kim et al. 10.1109/TGRS.2021.3107028
- Surface latent and sensible heat trigger flash drought events in India J. Das et al. 10.1002/hyp.15037
- Incorporating Plant Access to Groundwater in Existing Global, Satellite‐Based Evaporation Estimates P. Hulsman et al. 10.1029/2022WR033731
- Causal inference of root zone soil moisture performance in drought S. Xue & G. Wu 10.1016/j.agwat.2024.109123
- Addressing spatial gaps in ESA CCI soil moisture product: A hierarchical reconstruction approach using deep learning model T. Ding et al. 10.1016/j.jag.2024.104003
- Surface temperature controls the pattern of post-earthquake landslide activity M. Loche et al. 10.1038/s41598-022-04992-8
- Spatiotemporal features of the soil moisture across Northwest China using remote sensing data, reanalysis data, and global hydrological model M. Wang et al. 10.3389/fenvs.2023.1164895
- Global Scale Mapping of Subsurface Scattering Signals Impacting ASCAT Soil Moisture Retrievals W. Wagner et al. 10.1109/TGRS.2024.3429550
- Summer atmospheric drying could contribute more to soil moisture change than spring vegetation greening X. Chen et al. 10.1038/s41612-024-00844-6
- The value of satellite soil moisture and snow cover data for the transfer of hydrological model parameters to ungauged sites R. Tong et al. 10.5194/hess-26-1779-2022
- Climate warming accelerates surface soil moisture drying in the Yellow River Basin, China K. Fan et al. 10.1016/j.jhydrol.2022.128735
- Attributing the Impacts of Vegetation and Climate Changes on the Spatial Heterogeneity of Terrestrial Water Storage over the Tibetan Plateau Y. Han et al. 10.3390/rs15010117
- Does dynamically modeled leaf area improve predictions of land surface water and carbon fluxes? Insights into dynamic vegetation modules S. Westermann et al. 10.5194/bg-21-5277-2024
- Evaluating Satellite Soil Moisture Datasets for Drought Monitoring in Australia and the South-West Pacific J. Bhardwaj et al. 10.3390/rs14163971
- Data-driven water need estimation for IoT-based smart irrigation: A survey R. Togneri et al. 10.1016/j.eswa.2023.120194
- Air Temperature Monitoring over Low Latitude Rice Planting Areas: Combining Remote Sensing, Model Assimilation, and Machine Learning Techniques M. Lin et al. 10.3390/rs15153805
- Ambiguous Agricultural Drought: Characterising Soil Moisture and Vegetation Droughts in Europe from Earth Observation T. van Hateren et al. 10.3390/rs13101990
- ASCAT IB: A radar-based vegetation optical depth retrieved from the ASCAT scatterometer satellite X. Liu et al. 10.1016/j.rse.2021.112587
- Assessment of global reanalysis precipitation for hydrological modelling in data-scarce regions: A case study of Kenya M. Wanzala et al. 10.1016/j.ejrh.2022.101105
- Assessment of SMAP and SMOS soil moisture products using triple collocation method over Inner Mongolia F. Hu et al. 10.1016/j.ejrh.2022.101027
- Assessment of vapor pressure deficit variability and trends in Spain and possible connections with soil moisture I. Noguera et al. 10.1016/j.atmosres.2023.106666
- Impact of Drought on Isoprene Fluxes Assessed Using Field Data, Satellite-Based GLEAM Soil Moisture and HCHO Observations from OMI B. Opacka et al. 10.3390/rs14092021
- Assessment of resilience in maize suitable planting areas under drought stress L. Jing et al. 10.1016/j.agwat.2022.108096
- Spatiotemporal sensitivity analysis of surface soil moisture to precipitation and temperature variations: a case study of the Cheliff Basin in Algeria S. Kabli et al. 10.1007/s00704-024-04875-0
- Field-scale soil moisture bridges the spatial-scale gap between drought monitoring and agricultural yields N. Vergopolan et al. 10.5194/hess-25-1827-2021
- Evaluating a global soil moisture dataset from a multitask model (GSM3 v1.0) with potential applications for crop threats J. Liu et al. 10.5194/gmd-16-1553-2023
- The emission, transport, and impacts of the extreme Saharan dust storm of 2015 B. Harr et al. 10.5194/acp-24-8625-2024
- Amplified signals of soil moisture and evaporative stresses across Poland in the twenty-first century U. Somorowska 10.1016/j.scitotenv.2021.151465
- Evaluation of global seamless soil moisture products over China: A perspective of soil moisture sensitivity to precipitation X. Hong et al. 10.1016/j.jhydrol.2024.131789
- Development of observation-based global multilayer soil moisture products for 1970 to 2016 Y. Wang et al. 10.5194/essd-13-4385-2021
- The International Soil Moisture Network: serving Earth system science for over a decade W. Dorigo et al. 10.5194/hess-25-5749-2021
- Hydro-meteorological landslide triggering thresholds based on artificial neural networks using observed precipitation and ERA5-Land soil moisture P. Distefano et al. 10.1007/s10346-023-02132-5
- Reconstruction of Historical SMAP Soil Moisture Dataset From 1979 to 2015 Using CCI Time-Series H. Yang et al. 10.1109/TGRS.2024.3360092
- Response of vegetation ecosystems to flash drought with solar-induced chlorophyll fluorescence over the Hai River Basin, China during 2001–2019 T. Yao et al. 10.1016/j.jenvman.2022.114947
- Advances in the Quality of Global Soil Moisture Products: A Review Y. Liu & Y. Yang 10.3390/rs14153741
- Using principal component analysis to incorporate multi-layer soil moisture information in hydrometeorological thresholds for landslide prediction: an investigation based on ERA5-Land reanalysis data N. Palazzolo et al. 10.5194/nhess-23-279-2023
- Long-term reconstruction of satellite-based precipitation, soil moisture, and snow water equivalent in China W. Yang et al. 10.5194/hess-26-6427-2022
- VODCA v2: multi-sensor, multi-frequency vegetation optical depth data for long-term canopy dynamics and biomass monitoring R. Zotta et al. 10.5194/essd-16-4573-2024
- Evaluation of 22 CMIP6 model-derived global soil moisture products of different shared socioeconomic pathways Y. Liu et al. 10.1016/j.jhydrol.2024.131241
- Inter-Calibration of Passive Microwave Satellite Brightness Temperature Observations between FY-3D/MWRI and GCOM-W1/AMSR2 Z. Xu et al. 10.3390/rs16020424
- LandBench 1.0: A benchmark dataset and evaluation metrics for data-driven land surface variables prediction Q. Li et al. 10.1016/j.eswa.2023.122917
- Implementation of hydrometeorological thresholds for regional landslide warning in Catalonia (NE Spain) R. Palau et al. 10.1007/s10346-023-02094-8
- A review of recent developments on drought characterization, propagation, and influential factors V. Raposo et al. 10.1016/j.scitotenv.2023.165550
- Assessment of 9 km SMAP soil moisture: Evidence of narrowing the gap between satellite retrievals and model-based reanalysis Z. Xing et al. 10.1016/j.rse.2023.113721
- Effect of Assimilating SMAP Soil Moisture on CO2 and CH4 Fluxes through Direct Insertion in a Land Surface Model Z. Zhang et al. 10.3390/rs14102405
- An improved global remote-sensing-based surface soil moisture (RSSSM) dataset covering 2003–2018 Y. Chen et al. 10.5194/essd-13-1-2021
- Temporal and Spatial Variations of Soil Moisture Over Xinjiang Based on Multiple GLDAS Datasets Z. Hu et al. 10.3389/feart.2021.654848
- A Novel Scheme for Merging Active and Passive Satellite Soil Moisture Retrievals Based on Maximizing the Signal to Noise Ratio B. Mousa et al. 10.3390/rs12223804
174 citations as recorded by crossref.
- L-Band Soil Moisture Retrievals Using Microwave Based Temperature and Filtering. Towards Model-Independent Climate Data Records R. van der Schalie et al. 10.3390/rs13132480
- Global estimates of daily evapotranspiration using SMAP surface and root-zone soil moisture Y. Kim et al. 10.1016/j.rse.2023.113803
- A copula-supported Bayesian framework for spatial downscaling of GRACE-derived terrestrial water storage flux M. Tourian et al. 10.1016/j.rse.2023.113685
- Potential caveats in land surface model evaluations using the US drought monitor: roles of base periods and drought indicators H. Wang et al. 10.1088/1748-9326/ac3f63
- Improved global evapotranspiration estimates using proportionality hypothesis-based water balance constraints J. Fu et al. 10.1016/j.rse.2022.113140
- Evaluating satellite-derived soil moisture data for improving the internal consistency of process-based ecohydrological modelling D. Duethmann et al. 10.1016/j.jhydrol.2022.128462
- Comprehensive evaluation of satellite-based and reanalysis soil moisture products using in situ observations over China X. Ling et al. 10.5194/hess-25-4209-2021
- Recent advancements of landslide hydrology R. Greco et al. 10.1002/wat2.1675
- A 21-year dataset (2000–2020) of gap-free global daily surface soil moisture at 1-km grid resolution C. Zheng et al. 10.1038/s41597-023-01991-w
- Towards near real-time national-scale soil water content monitoring using data fusion as a downscaling alternative I. Fuentes et al. 10.1016/j.jhydrol.2022.127705
- Reconstruction of a Global 9 km, 8-Day SMAP Surface Soil Moisture Dataset during 2015–2020 by Spatiotemporal Fusion H. Yang et al. 10.34133/2022/9871246
- Integration of microwave satellite soil moisture products in the contextual surface temperature-vegetation index models for spatially continuous evapotranspiration estimation W. Zhu et al. 10.1016/j.isprsjprs.2023.08.004
- Isotope data-constrained hydrological model improves soil moisture simulation and runoff source apportionment Y. Nan & F. Tian 10.1016/j.jhydrol.2024.131006
- Comparing Satellite Soil Moisture Products Using In Situ Observations over an Instrumented Experimental Basin in Romania S. Ortenzi et al. 10.3390/rs16173283
- Soil moisture content retrieval from Landsat 8 data using ensemble learning Y. Zhang et al. 10.1016/j.isprsjprs.2022.01.005
- Validation of downscaled 1‐km SMOS and SMAP soil moisture data in 2010–2021 B. Fang et al. 10.1002/vzj2.20305
- Winter Wheat Yield Estimation Based on Sparrow Search Algorithm Combined with Random Forest: A Case Study in Henan Province, China X. Shi et al. 10.1007/s11769-024-1421-1
- Soil moisture-evaporation coupling shifts into new gears under increasing CO2 H. Hsu & P. Dirmeyer 10.1038/s41467-023-36794-5
- A data-driven model for Fennoscandian wildfire danger S. Bakke et al. 10.5194/nhess-23-65-2023
- Extreme Compound and Seesaw Hydrometeorological Events in New Zealand: An Initial Assessment M. Bennet et al. 10.1029/2022JD038346
- Using distributed root soil moisture data to enhance the performance of rainfall thresholds for landslide warning Y. Guo et al. 10.1007/s11069-022-05588-1
- InterComparison and Evaluation of MultiSource Soil Moisture Products in China H. Li et al. 10.1029/2021EA001845
- Soil Moisture-Derived SWDI at 30 m Based on Multiple Satellite Datasets for Agricultural Drought Monitoring J. Ning et al. 10.3390/rs16183372
- Tree-ring δ18Ocellulose variations in two Nothofagus species record large-scaleclimatic signals in the South American sector of the Southern Ocean P. Soto-Rogel et al. 10.1016/j.palaeo.2023.111474
- Impacts of hydrometeorological controls on vegetation productivity: Evidence from satellite observations and reanalysis Y. Liu et al. 10.1016/j.ecolind.2024.111976
- Agricultural Drought Monitoring Using an Enhanced Soil Water Deficit Index Derived from Remote Sensing and Model Data Merging X. Wu et al. 10.3390/rs16122156
- SMAP-HydroBlocks, a 30-m satellite-based soil moisture dataset for the conterminous US N. Vergopolan et al. 10.1038/s41597-021-01050-2
- Groundwater sustainability assessment in the Middle East using GRACE/GRACE-FO data Z. Nikraftar et al. 10.1007/s10040-023-02717-3
- Assimilation of Satellite-Derived Soil Moisture and Brightness Temperature in Land Surface Models: A Review R. Khandan et al. 10.3390/rs14030770
- Improved daily SMAP satellite soil moisture prediction over China using deep learning model with transfer learning Q. Li et al. 10.1016/j.jhydrol.2021.126698
- Incorporating Advanced Scatterometer Surface and Root Zone Soil Moisture Products into the Calibration of a Conceptual Semi-Distributed Hydrological Model M. Kubáň et al. 10.3390/w13233366
- Global vegetation productivity increased in response to COVID-19 restrictions C. Dang et al. 10.1080/10095020.2023.2300842
- The lagged effect and impact of soil moisture drought on terrestrial ecosystem water use efficiency Y. Ji et al. 10.1016/j.ecolind.2021.108349
- Use of a new Tibetan Plateau network for permafrost to characterize satellite-based products errors: An application to soil moisture and freeze/thaw J. Zheng et al. 10.1016/j.rse.2023.113899
- Process Controls on Flood Seasonality in Brazil V. Chagas et al. 10.1029/2021GL096754
- Cross-Evaluation of Soil Moisture Based on the Triple Collocation Method and a Preliminary Application of Quality Control for Station Observations in China W. Xiong et al. 10.3390/w14071054
- Global Evaluation of SMAP/Sentinel-1 Soil Moisture Products F. Mohseni et al. 10.3390/rs14184624
- Evaluation of reanalysis soil moisture products using cosmic ray neutron sensor observations across the globe Y. Zheng et al. 10.5194/hess-28-1999-2024
- Towards Consistent Soil Moisture Records from China’s FengYun-3 Microwave Observations G. Wang et al. 10.3390/rs14051225
- Diverse spatiotemporal patterns of vapor pressure deficit and soil moisture across China S. Chen et al. 10.1016/j.ejrh.2024.101712
- Assessment of Agricultural Drought Based on Reanalysis Soil Moisture in Southern China W. Shangguan et al. 10.3390/land11040502
- Combining Sentinel-2 data with an optical-trapezoid approach to infer within-field soil moisture variability and monitor agricultural production stages C. Ma et al. 10.1016/j.agwat.2022.107942
- Assessment of long-term multisource surface and subsurface soil moisture products and estimate methods on the Tibetan Plateau P. Zhang et al. 10.1016/j.jhydrol.2024.131713
- Synergistic Calibration of a Hydrological Model Using Discharge and Remotely Sensed Soil Moisture in the Paraná River Basin A. Fleischmann et al. 10.3390/rs13163256
- The synergies of SMAP enhanced and MODIS products in a random forest regression for estimating 1 km soil moisture over Africa using Google Earth Engine F. Mohseni et al. 10.1080/20964471.2023.2257905
- Estimating Rootzone Soil Moisture by Fusing Multiple Remote Sensing Products with Machine Learning S. Sahaar & J. Niemann 10.3390/rs16193699
- A Long-term Consistent Artificial Intelligence and Remote Sensing-based Soil Moisture Dataset O. Skulovich & P. Gentine 10.1038/s41597-023-02053-x
- Estimation of Soil Freeze Depth in Typical Snowy Regions Using Reanalysis Dataset: A Case Study in Heilongjiang Province, China X. Wang et al. 10.3390/rs14235989
- Evaluation of adaptive capacity of slope regulation and storage measures on the Loess Plateau under drought stress S. Yan et al. 10.1016/j.agwat.2024.109184
- An alternative AMSR2 vegetation optical depth for monitoring vegetation at large scales M. Wang et al. 10.1016/j.rse.2021.112556
- Combined large-scale tropical and subtropical forcing on the severe 2019–2022 drought in South America J. Geirinhas et al. 10.1038/s41612-023-00510-3
- A Multiscale Deep Learning Model for Soil Moisture Integrating Satellite and In Situ Data J. Liu et al. 10.1029/2021GL096847
- Reappraisal of SMAP inversion algorithms for soil moisture and vegetation optical depth L. Gao et al. 10.1016/j.rse.2021.112627
- A climate-adaptive transfer learning framework for improving soil moisture estimation in the Qinghai-Tibet Plateau J. Yang et al. 10.1016/j.jhydrol.2024.130717
- Bias Correction for ERA5-Land Soil Moisture Product Using Variational Mode Decomposition in the Permafrost Region of Qinghai–Tibet Plateau T. Chang et al. 10.1109/JSTARS.2022.3200062
- Spatio-temporal accuracy evaluation of MSWEP daily precipitation over the Huaihe River Basin, China: A comparison study with representative satellite- and reanalysis-based products L. Li et al. 10.1007/s11442-022-2047-9
- The Application of PERSIANN Family Datasets for Hydrological Modeling H. Salehi et al. 10.3390/rs14153675
- An assessment of L-band surface soil moisture products from SMOS and SMAP in the tropical areas H. Ma et al. 10.1016/j.rse.2022.113344
- Quantifying the long-term changes of terrestrial water storage and their driving factors X. Shi et al. 10.1016/j.jhydrol.2024.131096
- Generating surface soil moisture at the 30 m resolution in grape-growing areas based on stacked ensemble learning S. Tao et al. 10.1080/01431161.2024.2377228
- Improving surface soil moisture retrievals through a novel assimilation algorithm to estimate both model and observation errors J. Tian et al. 10.1016/j.rse.2021.112802
- A Review of User Perceptions of Drought Indices and Indicators Used in the Diverse Climates of North America R. Heim et al. 10.3390/atmos14121794
- Downscaling of SMAP Soil Moisture Data by Using a Deep Belief Network Y. Cai et al. 10.3390/rs14225681
- Merging and Downscaling Soil Moisture Data From CMIP6 Projections Using Deep Learning Method D. Feng et al. 10.3389/fenvs.2022.847475
- A deep neural network based SMAP soil moisture product L. Gao et al. 10.1016/j.rse.2022.113059
- Evaluation of root zone soil moisture products over the Huai River basin E. Liu et al. 10.5194/hess-28-2375-2024
- Filling GRACE data gap using an innovative transformer-based deep learning approach L. Wang & Y. Zhang 10.1016/j.rse.2024.114465
- Influence patterns of soil moisture change on surface-air temperature difference under different climatic background K. Jiang et al. 10.1016/j.scitotenv.2022.153607
- Effect of Radio Frequency Interference-Contaminated AMSR2 Signal Restoration on Soil Moisture Retrieval X. Bai et al. 10.3390/rs14194796
- Source contributions to two super dust storms over Northern China in March 2021 and the impact of soil moisture H. Kang et al. 10.1016/j.scitotenv.2024.175289
- Spatio-temporal changes in global root zone soil moisture from 1981 to 2017 X. Luo et al. 10.1016/j.jhydrol.2023.130297
- Analyzing Effects of Crops on SMAP Satellite-Based Soil Moisture Using a Rainfall–Runoff Model in the U.S. Corn Belt N. Jadidoleslam et al. 10.1109/JSTARS.2021.3131133
- The effects of satellite soil moisture data on the parametrization of topsoil and root zone soil moisture in a conceptual hydrological model M. Kuban et al. 10.2478/johh-2022-0021
- Improved SMAP Soil Moisture Retrieval Using a Deep Neural Network-Based Replacement of Radiative Transfer and Roughness Model J. Lee et al. 10.1109/TGRS.2024.3489974
- Evaluation of two new-generation global soil databases for macro-scale hydrological modelling in Norway S. Huang et al. 10.1016/j.jhydrol.2022.127895
- Temporal prediction of shallow landslides exploiting soil saturation degree derived by ERA5-Land products M. Bordoni et al. 10.1007/s10064-023-03304-2
- ERA5-Land: a state-of-the-art global reanalysis dataset for land applications J. Muñoz-Sabater et al. 10.5194/essd-13-4349-2021
- DeepQC: A deep learning system for automatic quality control of in-situ soil moisture sensor time series data L. Bandaru et al. 10.1016/j.atech.2024.100514
- The Benefits of Using State‐Of‐The‐Art Digital Soil Properties Maps to Improve the Modeling of Soil Moisture in Land Surface Models C. Xu et al. 10.1029/2022WR032336
- Development of soil water content retrieving method for irrigation agriculture areas using the red-edge band of Gaofen-6 satellite R. Wang et al. 10.1016/j.agwat.2024.109045
- Evaluation of ecosystem’s response to flash drought in water-limited regions of China T. Yao et al. 10.1088/1748-9326/ad8f4a
- A Triple Collocation-Based Comparison of Three L-Band Soil Moisture Datasets, SMAP, SMOS-IC, and SMOS, Over Varied Climates and Land Covers S. Kim et al. 10.3389/frwa.2021.693172
- Characterizing natural variability in complex hydrological systems using passive microwave-based climate data records: a case study for the Okavango Delta R. van der Schalie et al. 10.5194/hess-26-3611-2022
- Soil moisture forecast for smart irrigation: The primetime for machine learning R. Togneri et al. 10.1016/j.eswa.2022.117653
- Sensitivity of Modeled Soil NOx Emissions to Soil Moisture D. Huber et al. 10.1029/2022JD037611
- Surface soil moisture from combined active and passive microwave observations: Integrating ASCAT and SMAP observations based on machine learning approaches H. Ma et al. 10.1016/j.rse.2024.114197
- Downscaling ESA CCI Soil Moisture Based on Soil and Vegetation Component Temperatures Derived From MODIS Data C. Song et al. 10.1109/JSTARS.2022.3155463
- Quantifying Flash Droughts Over China From 1980 to 2017 K. Fu & K. Wang 10.1029/2022JD037152
- Uncertainty Characterization of Ground‐Based, Satellite, and Reanalysis Snow Depth Products Using Extended Triple Collocation D. Qiao et al. 10.1029/2021WR030895
- An Integrated Approach to the Regional Estimation of Soil Moisture L. Sánchez-Fernández et al. 10.3390/hydrology11100170
- Actual Evapotranspiration Dominates Drought in Central Asia Z. Zhao et al. 10.3390/rs15184557
- Multi-Source Soil Moisture Data Fusion Based on Spherical Cap Harmonic Analysis and Helmert Variance Component Estimation in the Western U.S. H. Chen et al. 10.3390/s23198019
- Increasing footprint of climate warming on flash droughts occurrence in Europe J. Shah et al. 10.1088/1748-9326/ac6888
- South-North dipole in summer precipitation over Northeast China X. Shu et al. 10.1007/s00382-024-07256-5
- Evaluation of subsurface soil water content estimate methods: Maximum entropy vs. exponential filter H. Luo et al. 10.1016/j.jhydrol.2024.132007
- Spatial Estimates of Soil Moisture for Understanding Ecological Potential and Risk: A Case Study for Arid and Semi-Arid Ecosystems M. O’Donnell & D. Manier 10.3390/land11101856
- Assimilation of SMAP Brightness Temperature Observations in the GEOS Land–Atmosphere Data Assimilation System R. Reichle et al. 10.1109/JSTARS.2021.3118595
- Assessment of 24 soil moisture datasets using a new in situ network in the Shandian River Basin of China J. Zheng et al. 10.1016/j.rse.2022.112891
- A novel validation of satellite soil moisture using SM2RAIN-derived rainfall estimates S. Do et al. 10.3389/frsen.2024.1474088
- Variations in Global Soil Moisture During the Past Decades: Climate or Human Causes? Y. Liu et al. 10.1029/2023WR034915
- Evaluating Root-Zone Soil Moisture Products from GLEAM, GLDAS, and ERA5 Based on In Situ Observations and Triple Collocation Method over the Tibetan Plateau S. Yang et al. 10.1175/JHM-D-22-0016.1
- Improving Surface Soil Moisture Estimation Through Assimilating Satellite Land Surface Temperature With a Linear SM-LST Relationship J. Tian et al. 10.1109/JSTARS.2023.3305888
- Seasonal divergence of evapotranspiration sensitivity to vegetation changes – A proportionality-hypothesis-based analytical solution J. Fu et al. 10.1016/j.jhydrol.2022.129055
- Vapour pressure deficit is the main driver of tree canopy conductance across biomes V. Flo et al. 10.1016/j.agrformet.2022.109029
- Evaluation of Six Satellite-Based Soil Moisture Products Based on in situ Measurements in Hunan Province, Central China J. Fan et al. 10.3389/fenvs.2022.829046
- Evaluating Uncertainties in an SM-Based Inversion Algorithm for Irrigation Estimation in a Subtropical Humid Climate L. Almendra-Martín et al. 10.3390/w16172445
- Enhancing Deep Learning Soil Moisture Forecasting Models by Integrating Physics-based Models L. Li et al. 10.1007/s00376-023-3181-8
- The reliability of categorical triple collocation for evaluating soil freeze/thaw datasets H. Li et al. 10.1016/j.rse.2022.113240
- Improved soil moisture estimation: Synergistic use of satellite observations and land surface models over CONUS based on machine learning J. Lee et al. 10.1016/j.jhydrol.2022.127749
- Assessing meteorological and agricultural drought characteristics and drought propagation in Guangdong, China R. Zhang et al. 10.1016/j.ejrh.2023.101611
- The global spatiotemporal heterogeneity of land surface-air temperature difference and its influencing factors K. Jiang et al. 10.1016/j.scitotenv.2022.156214
- Spatial downscaling of SMAP soil moisture to high resolution using machine learning over China’s Loess Plateau Y. Wang et al. 10.1016/j.catena.2024.108492
- Autocorrelation Metrics to Estimate Soil Moisture Persistence From Satellite Time Series: Application to Semiarid Regions M. Piles et al. 10.1109/TGRS.2021.3057928
- Global long term daily 1 km surface soil moisture dataset with physics informed machine learning Q. Han et al. 10.1038/s41597-023-02011-7
- Seasonal variations in soil–plant interactions in contrasting urban green spaces: Insights from water stable isotopes C. Marx et al. 10.1016/j.jhydrol.2022.127998
- Multi-Scale Analysis of Agricultural Drought Propagation on the Iberian Peninsula Using Non-Parametric Indices M. Possega et al. 10.3390/w15112032
- Global high-resolution drought indices for 1981–2022 S. Gebrechorkos et al. 10.5194/essd-15-5449-2023
- The Boreal–Arctic Wetland and Lake Dataset (BAWLD) D. Olefeldt et al. 10.5194/essd-13-5127-2021
- Interpreting Conv-LSTM for Spatio-Temporal Soil Moisture Prediction in China F. Huang et al. 10.3390/agriculture13050971
- The role of soil moisture-temperature coupling for the 2018 Northern European heatwave in a subseasonal forecast S. Tak et al. 10.1016/j.wace.2024.100670
- Validation of ERA5-Land-based reconstructed air temperature and near-surface ground temperature on James Ross Island L. Kaplan Pastíriková et al. 10.1080/1088937X.2024.2434744
- Quantification and possible causes of declining groundwater resources in the Euro-Mediterranean region from 2003 to 2020 J. Xanke & T. Liesch 10.1007/s10040-021-02448-3
- Global 1 km land surface parameters for kilometer-scale Earth system modeling L. Li et al. 10.5194/essd-16-2007-2024
- A combined extended triple collocation and cumulative distribution function merging framework for improved daily precipitation estimates over mainland China L. Wei et al. 10.1016/j.jhydrol.2024.131757
- Assessment of Agricultural Drought Using Soil Water Deficit Index Based on ERA5-Land Soil Moisture Data in Four Southern Provinces of China R. Zhang et al. 10.3390/agriculture11050411
- A novel land surface temperature reconstruction method and its application for downscaling surface soil moisture with machine learning O. Güngör Şahin & O. Gündüz 10.1016/j.jhydrol.2024.131051
- Trends and drivers of recent summer drying in Switzerland S. Scherrer et al. 10.1088/2515-7620/ac4fb9
- Agricultural Drought Trends on the Iberian Peninsula: An Analysis Using Modeled and Reanalysis Soil Moisture Products L. Almendra-Martín et al. 10.3390/atmos12020236
- Impact of Soil Moisture Data Assimilation on Analysis and Medium-Range Forecasts in an Operational Global Data Assimilation and Prediction System S. Jun et al. 10.3390/atmos12091089
- Rethinking Satellite Data Merging: From Averaging to SNR Optimization S. Kim et al. 10.1109/TGRS.2021.3107028
- Surface latent and sensible heat trigger flash drought events in India J. Das et al. 10.1002/hyp.15037
- Incorporating Plant Access to Groundwater in Existing Global, Satellite‐Based Evaporation Estimates P. Hulsman et al. 10.1029/2022WR033731
- Causal inference of root zone soil moisture performance in drought S. Xue & G. Wu 10.1016/j.agwat.2024.109123
- Addressing spatial gaps in ESA CCI soil moisture product: A hierarchical reconstruction approach using deep learning model T. Ding et al. 10.1016/j.jag.2024.104003
- Surface temperature controls the pattern of post-earthquake landslide activity M. Loche et al. 10.1038/s41598-022-04992-8
- Spatiotemporal features of the soil moisture across Northwest China using remote sensing data, reanalysis data, and global hydrological model M. Wang et al. 10.3389/fenvs.2023.1164895
- Global Scale Mapping of Subsurface Scattering Signals Impacting ASCAT Soil Moisture Retrievals W. Wagner et al. 10.1109/TGRS.2024.3429550
- Summer atmospheric drying could contribute more to soil moisture change than spring vegetation greening X. Chen et al. 10.1038/s41612-024-00844-6
- The value of satellite soil moisture and snow cover data for the transfer of hydrological model parameters to ungauged sites R. Tong et al. 10.5194/hess-26-1779-2022
- Climate warming accelerates surface soil moisture drying in the Yellow River Basin, China K. Fan et al. 10.1016/j.jhydrol.2022.128735
- Attributing the Impacts of Vegetation and Climate Changes on the Spatial Heterogeneity of Terrestrial Water Storage over the Tibetan Plateau Y. Han et al. 10.3390/rs15010117
- Does dynamically modeled leaf area improve predictions of land surface water and carbon fluxes? Insights into dynamic vegetation modules S. Westermann et al. 10.5194/bg-21-5277-2024
- Evaluating Satellite Soil Moisture Datasets for Drought Monitoring in Australia and the South-West Pacific J. Bhardwaj et al. 10.3390/rs14163971
- Data-driven water need estimation for IoT-based smart irrigation: A survey R. Togneri et al. 10.1016/j.eswa.2023.120194
- Air Temperature Monitoring over Low Latitude Rice Planting Areas: Combining Remote Sensing, Model Assimilation, and Machine Learning Techniques M. Lin et al. 10.3390/rs15153805
- Ambiguous Agricultural Drought: Characterising Soil Moisture and Vegetation Droughts in Europe from Earth Observation T. van Hateren et al. 10.3390/rs13101990
- ASCAT IB: A radar-based vegetation optical depth retrieved from the ASCAT scatterometer satellite X. Liu et al. 10.1016/j.rse.2021.112587
- Assessment of global reanalysis precipitation for hydrological modelling in data-scarce regions: A case study of Kenya M. Wanzala et al. 10.1016/j.ejrh.2022.101105
- Assessment of SMAP and SMOS soil moisture products using triple collocation method over Inner Mongolia F. Hu et al. 10.1016/j.ejrh.2022.101027
- Assessment of vapor pressure deficit variability and trends in Spain and possible connections with soil moisture I. Noguera et al. 10.1016/j.atmosres.2023.106666
- Impact of Drought on Isoprene Fluxes Assessed Using Field Data, Satellite-Based GLEAM Soil Moisture and HCHO Observations from OMI B. Opacka et al. 10.3390/rs14092021
- Assessment of resilience in maize suitable planting areas under drought stress L. Jing et al. 10.1016/j.agwat.2022.108096
- Spatiotemporal sensitivity analysis of surface soil moisture to precipitation and temperature variations: a case study of the Cheliff Basin in Algeria S. Kabli et al. 10.1007/s00704-024-04875-0
- Field-scale soil moisture bridges the spatial-scale gap between drought monitoring and agricultural yields N. Vergopolan et al. 10.5194/hess-25-1827-2021
- Evaluating a global soil moisture dataset from a multitask model (GSM3 v1.0) with potential applications for crop threats J. Liu et al. 10.5194/gmd-16-1553-2023
- The emission, transport, and impacts of the extreme Saharan dust storm of 2015 B. Harr et al. 10.5194/acp-24-8625-2024
- Amplified signals of soil moisture and evaporative stresses across Poland in the twenty-first century U. Somorowska 10.1016/j.scitotenv.2021.151465
- Evaluation of global seamless soil moisture products over China: A perspective of soil moisture sensitivity to precipitation X. Hong et al. 10.1016/j.jhydrol.2024.131789
- Development of observation-based global multilayer soil moisture products for 1970 to 2016 Y. Wang et al. 10.5194/essd-13-4385-2021
- The International Soil Moisture Network: serving Earth system science for over a decade W. Dorigo et al. 10.5194/hess-25-5749-2021
- Hydro-meteorological landslide triggering thresholds based on artificial neural networks using observed precipitation and ERA5-Land soil moisture P. Distefano et al. 10.1007/s10346-023-02132-5
- Reconstruction of Historical SMAP Soil Moisture Dataset From 1979 to 2015 Using CCI Time-Series H. Yang et al. 10.1109/TGRS.2024.3360092
- Response of vegetation ecosystems to flash drought with solar-induced chlorophyll fluorescence over the Hai River Basin, China during 2001–2019 T. Yao et al. 10.1016/j.jenvman.2022.114947
- Advances in the Quality of Global Soil Moisture Products: A Review Y. Liu & Y. Yang 10.3390/rs14153741
- Using principal component analysis to incorporate multi-layer soil moisture information in hydrometeorological thresholds for landslide prediction: an investigation based on ERA5-Land reanalysis data N. Palazzolo et al. 10.5194/nhess-23-279-2023
- Long-term reconstruction of satellite-based precipitation, soil moisture, and snow water equivalent in China W. Yang et al. 10.5194/hess-26-6427-2022
- VODCA v2: multi-sensor, multi-frequency vegetation optical depth data for long-term canopy dynamics and biomass monitoring R. Zotta et al. 10.5194/essd-16-4573-2024
- Evaluation of 22 CMIP6 model-derived global soil moisture products of different shared socioeconomic pathways Y. Liu et al. 10.1016/j.jhydrol.2024.131241
- Inter-Calibration of Passive Microwave Satellite Brightness Temperature Observations between FY-3D/MWRI and GCOM-W1/AMSR2 Z. Xu et al. 10.3390/rs16020424
- LandBench 1.0: A benchmark dataset and evaluation metrics for data-driven land surface variables prediction Q. Li et al. 10.1016/j.eswa.2023.122917
- Implementation of hydrometeorological thresholds for regional landslide warning in Catalonia (NE Spain) R. Palau et al. 10.1007/s10346-023-02094-8
- A review of recent developments on drought characterization, propagation, and influential factors V. Raposo et al. 10.1016/j.scitotenv.2023.165550
- Assessment of 9 km SMAP soil moisture: Evidence of narrowing the gap between satellite retrievals and model-based reanalysis Z. Xing et al. 10.1016/j.rse.2023.113721
- Effect of Assimilating SMAP Soil Moisture on CO2 and CH4 Fluxes through Direct Insertion in a Land Surface Model Z. Zhang et al. 10.3390/rs14102405
3 citations as recorded by crossref.
- An improved global remote-sensing-based surface soil moisture (RSSSM) dataset covering 2003–2018 Y. Chen et al. 10.5194/essd-13-1-2021
- Temporal and Spatial Variations of Soil Moisture Over Xinjiang Based on Multiple GLDAS Datasets Z. Hu et al. 10.3389/feart.2021.654848
- A Novel Scheme for Merging Active and Passive Satellite Soil Moisture Retrievals Based on Maximizing the Signal to Noise Ratio B. Mousa et al. 10.3390/rs12223804
Latest update: 13 Dec 2024
Short summary
We evaluated the largest and most diverse set of surface soil moisture products ever evaluated in a single study. We found pronounced differences in performance among individual products and product groups. Our results provide guidance to choose the most suitable product for a particular application.
We evaluated the largest and most diverse set of surface soil moisture products ever evaluated...