Articles | Volume 25, issue 7
https://doi.org/10.5194/hess-25-4209-2021
© 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-25-4209-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
30 Jul 2021
Research article |
| 30 Jul 2021
| 30 Jul 2021
Comprehensive evaluation of satellite-based and reanalysis soil moisture products using in situ observations over China
Xiaolu Ling
Jiangsu Key Laboratory of Coal-based Greenhouse Gas Control and Utilization, China University of Mining and Technology, Xuzhou 221008, Jiangsu, China
School of Environment and Spatial Informatics, China University of
Mining and Technology, Xuzhou 221000, China
Ying Huang
CORRESPONDING AUTHOR
Institute for Climate and Global Change Research, School of
Atmospheric Sciences, Nanjing University, Nanjing 210023, China
Joint International Research Laboratory of Atmospheric and Earth
System Sciences, Nanjing University, Nanjing 210023, China
Weidong Guo
Institute for Climate and Global Change Research, School of
Atmospheric Sciences, Nanjing University, Nanjing 210023, China
Joint International Research Laboratory of Atmospheric and Earth
System Sciences, Nanjing University, Nanjing 210023, China
Yixin Wang
Institute for Climate and Global Change Research, School of
Atmospheric Sciences, Nanjing University, Nanjing 210023, China
Chaorong Chen
Institute for Climate and Global Change Research, School of
Atmospheric Sciences, Nanjing University, Nanjing 210023, China
Bo Qiu
Institute for Climate and Global Change Research, School of
Atmospheric Sciences, Nanjing University, Nanjing 210023, China
Joint International Research Laboratory of Atmospheric and Earth
System Sciences, Nanjing University, Nanjing 210023, China
Institute for Climate and Global Change Research, School of
Atmospheric Sciences, Nanjing University, Nanjing 210023, China
Joint International Research Laboratory of Atmospheric and Earth
System Sciences, Nanjing University, Nanjing 210023, China
Jiangsu Key Laboratory of Coal-based Greenhouse Gas Control and Utilization, China University of Mining and Technology, Xuzhou 221008, Jiangsu, China
School of Environment and Spatial Informatics, China University of
Mining and Technology, Xuzhou 221000, China
Yong Xue
Jiangsu Key Laboratory of Coal-based Greenhouse Gas Control and Utilization, China University of Mining and Technology, Xuzhou 221008, Jiangsu, China
School of Environment and Spatial Informatics, China University of
Mining and Technology, Xuzhou 221000, China
Jian Peng
Department of Remote Sensing, Helmholtz Centre for Environmental
Research – UFZ, Permoserstraße 15, 04318 Leipzig, Germany
Remote Sensing Centre for Earth System Research, Leipzig University, 04103 Leipzig, Germany
Viewed
Total article views: 4,257 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 04 Jan 2021)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 3,081 | 1,102 | 74 | 4,257 | 59 | 71 |
- HTML: 3,081
- PDF: 1,102
- XML: 74
- Total: 4,257
- BibTeX: 59
- EndNote: 71
Total article views: 3,243 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 30 Jul 2021)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 2,568 | 621 | 54 | 3,243 | 56 | 67 |
- HTML: 2,568
- PDF: 621
- XML: 54
- Total: 3,243
- BibTeX: 56
- EndNote: 67
Total article views: 1,014 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 04 Jan 2021)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 513 | 481 | 20 | 1,014 | 3 | 4 |
- HTML: 513
- PDF: 481
- XML: 20
- Total: 1,014
- BibTeX: 3
- EndNote: 4
Viewed (geographical distribution)
Total article views: 4,257 (including HTML, PDF, and XML)
Thereof 3,926 with geography defined
and 331 with unknown origin.
Total article views: 3,243 (including HTML, PDF, and XML)
Thereof 3,072 with geography defined
and 171 with unknown origin.
Total article views: 1,014 (including HTML, PDF, and XML)
Thereof 854 with geography defined
and 160 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
27 citations as recorded by crossref.
- Analysis of flash droughts in China using machine learning L. Zhang et al. 10.5194/hess-26-3241-2022
- Distinguishing the effects of climate change and vegetation greening on soil moisture variability along aridity gradient in the drylands of northern China L. Xu et al. 10.1016/j.agrformet.2023.109786
- A comprehensive evaluation of satellite-based and reanalysis soil moisture products over the upper Blue Nile Basin, Ethiopia A. Alaminie et al. 10.1016/j.srs.2024.100173
- Global and Regional Evaluation of the CERES Edition-4A Surface Solar Radiation and Its Uncertainty Quantification K. Zhang et al. 10.1109/JSTARS.2022.3164471
- 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
- Extreme Compound and Seesaw Hydrometeorological Events in New Zealand: An Initial Assessment M. Bennet et al. 10.1029/2022JD038346
- Comparative analysis of satellite and reanalysis data with ground‐based observations in Northern Ghana J. Katsekpor et al. 10.1002/met.2226
- PIML-SM: Physics-Informed Machine Learning to Estimate Surface Soil Moisture From Multisensor Satellite Images by Leveraging Swarm Intelligence A. Singh & K. Gaurav 10.1109/TGRS.2024.3502618
- Event-Based Bias Correction of the GPM IMERG V06 Product by Random Forest Method over Mainland China Z. Liu et al. 10.3390/rs14163859
- 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
- Evaluation of Long Time-Series Soil Moisture Products Using Extended Triple Collocation and In Situ Measurements in China L. Zhang et al. 10.3390/atmos14091351
- Global land surface evapotranspiration monitoring by ETMonitor model driven by multi-source satellite earth observations C. Zheng et al. 10.1016/j.jhydrol.2022.128444
- Evaluation of root zone soil moisture products over the Huai River basin E. Liu et al. 10.5194/hess-28-2375-2024
- Response of Grassland Vegetation Growth to Drought in Inner Mongolia of China from 2002 to 2020 A. Zhao et al. 10.3390/atmos14111613
- Relationship between soil 15N natural abundance and soil water content at global scale: Patterns and implications X. Lai et al. 10.1016/j.catena.2022.106879
- A Comprehensive Evaluation of Gridded L-, C-, and X-Band Microwave Soil Moisture Product over the CZO in the Central Ganga Plains, India S. Dash & R. Sinha 10.3390/rs14071629
- Validation of Multiple Soil Moisture Products over an Intensive Agricultural Region: Overall Accuracy and Diverse Responses to Precipitation and Irrigation Events X. Fan et al. 10.3390/rs14143339
- Spatiotemporal Characteristics of Soil Moisture and Land–Atmosphere Coupling over the Tibetan Plateau Derived from Three Gridded Datasets H. Wang et al. 10.3390/rs14225819
- Change of summer drought over China during 1961–2020 based on standardized precipitation evapotranspiration index C. Wang et al. 10.1007/s00704-023-04471-8
- Causal inference of root zone soil moisture performance in drought S. Xue & G. Wu 10.1016/j.agwat.2024.109123
- Spatial-Temporal Variation Characteristics and Influencing Factors of Soil Moisture in the Yellow River Basin Using ESA CCI SM Products L. Guo et al. 10.3390/atmos13060962
- The Validation of Soil Moisture from Various Sources and Its Influence Factors in the Tibetan Plateau N. Li et al. 10.3390/rs14164109
- A pathway analysis method for quantifying the contributions of precipitation and potential evapotranspiration anomalies to soil moisture drought C. Wang et al. 10.1016/j.jhydrol.2023.129570
- Spatial and Temporal Changes in Soil Freeze-Thaw State and Freezing Depth of Northeast China and Their Driving Factors J. Yu et al. 10.3390/land13030368
- Evaluation of satellite and reanalysis estimates of surface and root-zone soil moisture in croplands of Jiangsu Province, China L. Fan et al. 10.1016/j.rse.2022.113283
- Evaluation of Remote Sensing and Reanalysis Products for Global Soil Moisture Characteristics P. Zhang et al. 10.3390/su15119112
- 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
26 citations as recorded by crossref.
- Analysis of flash droughts in China using machine learning L. Zhang et al. 10.5194/hess-26-3241-2022
- Distinguishing the effects of climate change and vegetation greening on soil moisture variability along aridity gradient in the drylands of northern China L. Xu et al. 10.1016/j.agrformet.2023.109786
- A comprehensive evaluation of satellite-based and reanalysis soil moisture products over the upper Blue Nile Basin, Ethiopia A. Alaminie et al. 10.1016/j.srs.2024.100173
- Global and Regional Evaluation of the CERES Edition-4A Surface Solar Radiation and Its Uncertainty Quantification K. Zhang et al. 10.1109/JSTARS.2022.3164471
- 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
- Extreme Compound and Seesaw Hydrometeorological Events in New Zealand: An Initial Assessment M. Bennet et al. 10.1029/2022JD038346
- Comparative analysis of satellite and reanalysis data with ground‐based observations in Northern Ghana J. Katsekpor et al. 10.1002/met.2226
- PIML-SM: Physics-Informed Machine Learning to Estimate Surface Soil Moisture From Multisensor Satellite Images by Leveraging Swarm Intelligence A. Singh & K. Gaurav 10.1109/TGRS.2024.3502618
- Event-Based Bias Correction of the GPM IMERG V06 Product by Random Forest Method over Mainland China Z. Liu et al. 10.3390/rs14163859
- 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
- Evaluation of Long Time-Series Soil Moisture Products Using Extended Triple Collocation and In Situ Measurements in China L. Zhang et al. 10.3390/atmos14091351
- Global land surface evapotranspiration monitoring by ETMonitor model driven by multi-source satellite earth observations C. Zheng et al. 10.1016/j.jhydrol.2022.128444
- Evaluation of root zone soil moisture products over the Huai River basin E. Liu et al. 10.5194/hess-28-2375-2024
- Response of Grassland Vegetation Growth to Drought in Inner Mongolia of China from 2002 to 2020 A. Zhao et al. 10.3390/atmos14111613
- Relationship between soil 15N natural abundance and soil water content at global scale: Patterns and implications X. Lai et al. 10.1016/j.catena.2022.106879
- A Comprehensive Evaluation of Gridded L-, C-, and X-Band Microwave Soil Moisture Product over the CZO in the Central Ganga Plains, India S. Dash & R. Sinha 10.3390/rs14071629
- Validation of Multiple Soil Moisture Products over an Intensive Agricultural Region: Overall Accuracy and Diverse Responses to Precipitation and Irrigation Events X. Fan et al. 10.3390/rs14143339
- Spatiotemporal Characteristics of Soil Moisture and Land–Atmosphere Coupling over the Tibetan Plateau Derived from Three Gridded Datasets H. Wang et al. 10.3390/rs14225819
- Change of summer drought over China during 1961–2020 based on standardized precipitation evapotranspiration index C. Wang et al. 10.1007/s00704-023-04471-8
- Causal inference of root zone soil moisture performance in drought S. Xue & G. Wu 10.1016/j.agwat.2024.109123
- Spatial-Temporal Variation Characteristics and Influencing Factors of Soil Moisture in the Yellow River Basin Using ESA CCI SM Products L. Guo et al. 10.3390/atmos13060962
- The Validation of Soil Moisture from Various Sources and Its Influence Factors in the Tibetan Plateau N. Li et al. 10.3390/rs14164109
- A pathway analysis method for quantifying the contributions of precipitation and potential evapotranspiration anomalies to soil moisture drought C. Wang et al. 10.1016/j.jhydrol.2023.129570
- Spatial and Temporal Changes in Soil Freeze-Thaw State and Freezing Depth of Northeast China and Their Driving Factors J. Yu et al. 10.3390/land13030368
- Evaluation of satellite and reanalysis estimates of surface and root-zone soil moisture in croplands of Jiangsu Province, China L. Fan et al. 10.1016/j.rse.2022.113283
- Evaluation of Remote Sensing and Reanalysis Products for Global Soil Moisture Characteristics P. Zhang et al. 10.3390/su15119112
Latest update: 25 Dec 2024
Short summary
Soil moisture (SM) plays a critical role in the water and energy cycles of the Earth system, for which a long-term SM product with high quality is urgently needed. In situ observations are generally treated as the true value to systematically evaluate five SM products, including one remote sensing product and four reanalysis data sets during 1981–2013. This long-term intercomparison study provides clues for SM product enhancement and further hydrological applications.
Soil moisture (SM) plays a critical role in the water and energy cycles of the Earth system, for...
