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5. Incorporating Plant Access to Groundwater in Existing Global, Satellite‐Based Evaporation Estimates P. Hulsman et al. 10.1029/2022WR033731
6. Cooling the land surface: Ecosystem health and water availability drive the landscape capacity to mitigate climate change J. Müllerová & E. Šiffel 10.1016/j.ecolind.2025.113265
7. Comparing Satellite Soil Moisture Products Using In Situ Observations over an Instrumented Experimental Basin in Romania S. Ortenzi et al. 10.3390/rs16173283
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9. Assessment of Surface Fractional Water Impacts on SMAP Soil Moisture Retrieval J. Du et al. 10.1109/JSTARS.2023.3278686
10. Space-time dynamics of soil moisture and groundwater in an agriculture-dominated critical zone observatory (CZO) in the Ganga basin, India S. Dash & R. Sinha 10.1016/j.scitotenv.2022.158231
11. SGD-SM 2.0: an improved seamless global daily soil moisture long-term dataset from 2002 to 2022 Q. Zhang et al. 10.5194/essd-14-4473-2022
12. Propagation pathways from meteorological to agricultural drought in different climatic basins in iran M. Mohammadi Ghaleni et al. 10.1007/s11356-024-35172-y
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15. Impacts of Spatiotemporal Gaps in Satellite Soil Moisture Data on Hydrological Data Assimilation K. Mohammed et al. 10.3390/w15020321
16. Estimating karst groundwater recharge from soil moisture observations – a new method tested at the Swabian Alb, southwest Germany R. Berthelin et al. 10.5194/hess-27-385-2023
17. Impact of alternative soil data sources on the uncertainties in simulated land-atmosphere interactions Z. Zhang et al. 10.1016/j.agrformet.2023.109565
18. Reconstruction of a spatially seamless, daily SMAP (SSD_SMAP) surface soil moisture dataset from 2015 to 2021 H. Yang & Q. Wang 10.1016/j.jhydrol.2023.129579
19. A review of globally available data sources for modelling the Water-Energy-Food Nexus J. Lodge et al. 10.1016/j.earscirev.2023.104485
20. Global critical soil moisture thresholds of plant water stress Z. Fu et al. 10.1038/s41467-024-49244-7
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22. On the Variability in the Temporal Stability Pattern of Soil Moisture Under Mediterranean Conditions Á. González-Zamora et al. 10.3389/sjss.2024.12839
23. Mapping 100 m multi-depth soil moisture with WRF-Hydro over Tibetan Plateau Y. Gan et al. 10.1016/j.jhydrol.2025.132884
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27. Global Scale Mapping of Subsurface Scattering Signals Impacting ASCAT Soil Moisture Retrievals W. Wagner et al. 10.1109/TGRS.2024.3429550
28. Soil Moisture Satellite Data Under Scrutiny: Assessing Accuracy Through Environmental Proxies and Extended Triple Collocation Analysis A. Pataki et al. 10.1007/s41748-025-00605-2
29. Validation of Four Satellite-Derived Soil Moisture Products Using Ground-Based In Situ Observations over Northern China W. Liu et al. 10.3390/rs14061419
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31. Trend Analysis of High-Resolution Soil Moisture Data Based on GAN in the Three-River-Source Region During the 21st Century Z. Li et al. 10.3390/rs16234367
32. Inter-comparison and integration of different soil moisture downscaling methods over the Qinghai-Tibet Plateau Y. Shangguan et al. 10.1016/j.jhydrol.2022.129014
33. A global dataset of remote sensing-based soil critical point and permanent wilting point Y. Xu et al. 10.1038/s41597-025-05048-y
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36. Soil moisture-vegetation interaction from near-global in-situ soil moisture measurements S. Li & Y. Sawada 10.1088/1748-9326/ac9c1f
37. Global Soil Moisture Estimation based on GPM IMERG Data using a Site Specific Adjusted Antecedent Precipitation Index T. Ramsauer & P. Marzahn 10.1080/01431161.2022.2162351
38. Joint assimilation of satellite-based surface soil moisture and vegetation conditions into the Noah-MP land surface model Z. Heyvaert et al. 10.1016/j.srs.2024.100129
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43. Assessment of Tianmu-1 multi-GNSS-R global soil moisture products J. Tu et al. 10.1016/j.asr.2025.05.066
44. Passive Microwave Retrieval of Soil Moisture Below Snowpack at L-Band Using SMAP Observations D. Kumawat et al. 10.1109/TGRS.2022.3216324
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50. CYGNSS toprak nemi verilerinin SMAP uydusu ve ISMN istasyonları ile karşılaştırmalı analizi M. Çevikalp et al. 10.29128/geomatik.1424069
51. Identifying determinants of spatio-temporal disparities in soil moisture of the Northern Hemisphere using a geographically optimal zones-based heterogeneity model P. Luo et al. 10.1016/j.isprsjprs.2022.01.009
52. Seasonal-scale intercomparison of SMAP and fused SMOS-SMAP soil moisture products Z. Xing et al. 10.3389/frsen.2024.1440891
53. Multi-Scale domain adaptation for high-resolution soil moisture retrieval from synthetic aperture radar in data-scarce regions L. Zhu et al. 10.1016/j.jhydrol.2025.133073
54. Assessment of seasonal soil moisture forecasts over the Central Mediterranean L. Silvestri et al. 10.5194/hess-29-925-2025
55. Global-scale gap filling of satellite soil moisture products: Methods and validation C. Zhang et al. 10.1016/j.jhydrol.2025.132762
56. Quantitative Assessment of Cropland Exposure to Agricultural Drought in the Greater Mekong Subregion W. Ming et al. 10.3390/rs15112737
57. A novel validation of satellite soil moisture using SM2RAIN-derived rainfall estimates S. Do et al. 10.3389/frsen.2024.1474088
58. ERA5-Land: a state-of-the-art global reanalysis dataset for land applications J. Muñoz-Sabater et al. 10.5194/essd-13-4349-2021
59. Comparative analysis of SAOCOM and Sentinel-1 data for surface soil moisture retrieval using a change detection method in a semiarid region (Douro River’s basin, Spain) B. Brunelli & F. Mancini 10.1016/j.jag.2024.103874
60. Enhancing field soil moisture content monitoring using laboratory-based soil spectral measurements and radiative transfer models J. Yue et al. 10.1016/j.agrcom.2024.100060
61. A Transformer-based method to simulate multi-scale soil moisture Y. Liu et al. 10.1016/j.jhydrol.2025.132900
62. Mapping near-real-time soil moisture dynamics over Tasmania with transfer learning M. Widyastuti et al. 10.5194/soil-11-287-2025
63. Evaluating soil moisture retrieval in Arctic and sub-Arctic environments using passive microwave satellite data J. Ortet et al. 10.1080/17538947.2024.2385079
64. 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
65. Global impact analysis and implementation strategy recommendations of the FAIR principles J. Wang et al. 10.1360/TB-2023-0585
66. Temperature Effects in AMSR2 Soil Moisture Products and Development of a Removal Method Using Data at Ascending and Descending Overpasses M. Lu et al. 10.3390/rs16091606
67. Testing new potential evaporation formulations for identifying soil moisture deficiency in agricultural areas under global warming D. Kim et al. 10.1016/j.jhydrol.2025.133760
68. Comprehensive quality assessment of satellite- and model-based soil moisture products against the COSMOS network in Germany T. Schmidt et al. 10.1016/j.rse.2023.113930
69. Comparative analysis of satellite and reanalysis data with ground‐based observations in Northern Ghana J. Katsekpor et al. 10.1002/met.2226
70. Spatial-temporal variability pattern of multi-depth soil moisture jointly driven by climatic and human factors in China Y. Liu & Y. Yang 10.1016/j.jhydrol.2023.129313
71. 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
72. Multi-model hydrological reference dataset over continental Europe and an African basin B. Droppers et al. 10.1038/s41597-024-03825-9
73. Isotope data-constrained hydrological model improves soil moisture simulation and runoff source apportionment Y. Nan & F. Tian 10.1016/j.jhydrol.2024.131006
74. Causal inference of root zone soil moisture performance in drought S. Xue & G. Wu 10.1016/j.agwat.2024.109123
75. Machine learning applications in vadose zone hydrology: A review X. Li et al. 10.1002/vzj2.20361
76. A Performance Analysis of Soil Dielectric Models over Organic Soils in Alaska for Passive Microwave Remote Sensing of Soil Moisture R. Zhang et al. 10.3390/rs15061658
77. Time series soil moisture retrieval from SAR data: Multi-temporal constraints and a global validation L. Zhu et al. 10.1016/j.rse.2023.113466
78. Estimation of the Spatiotemporal Variability of Surface soil Moisture Using Machine Learning Methods Integrating Satellite and Ground-based Soil Moisture and Environmental Data V. Blanka-Végi et al. 10.1007/s11269-024-04069-3
79. Generation of global 1 km daily soil moisture product from 2000 to 2020 using ensemble learning Y. Zhang et al. 10.5194/essd-15-2055-2023
80. Depth extrapolation of field-scale soil moisture time series derived with cosmic-ray neutron sensing (CRNS) using the soil moisture analytical relationship (SMAR) model D. Rasche et al. 10.5194/soil-10-655-2024
81. Generalization of multiple depths soil temperature estimation using LSTM and CNN N. Azad & H. He 10.1016/j.jhydrol.2025.133687
82. A dataset of 10-year regional-scale soil moisture and soil temperature measurements at multiple depths on the Tibetan Plateau P. Zhang et al. 10.5194/essd-14-5513-2022
83. Spatiotemporal characteristics of soil moisture memory: an integrated analysis using multiple metrics and datasets J. Wei & R. Song 10.1007/s00382-025-07707-7
84. Neutrons on Rails: Transregional Monitoring of Soil Moisture and Snow Water Equivalent M. Schrön et al. 10.1029/2021GL093924
85. Review: biological engineering for nature-based climate solutions B. Runkle 10.1186/s13036-022-00287-8
86. Soil Moisture Retrieval from Multi-GNSS Reflectometry on FY-3E GNOS-II by Land Cover Classification C. Yin et al. 10.3390/rs15041097
87. A 1 km daily surface soil moisture dataset of enhanced coverage under all-weather conditions over China in 2003–2019 P. Song et al. 10.5194/essd-14-2613-2022
88. Soil moisture estimates at 1 km resolution making a synergistic use of Sentinel data R. Madelon et al. 10.5194/hess-27-1221-2023
89. Soil moisture estimation from Sentinel-1 interferometric observations over arid regions K. Karamvasis & V. Karathanassi 10.1016/j.cageo.2023.105410
90. Gap‐Filled Multivariate Observations of Global Land–Climate Interactions V. Bessenbacher et al. 10.1029/2023JD039099
91. High-resolution operational soil moisture monitoring for forests in central Germany I. Vorobevskii et al. 10.5194/hess-28-3567-2024
92. Global-Scale Assessment of Multiple Recently Developed/Reprocessed Remotely Sensed Soil Moisture Datasets P. Wang et al. 10.1109/TGRS.2024.3361890
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94. Recent Progress on Modeling Land Emission and Retrieving Soil Moisture on the Tibetan Plateau Based on L-Band Passive Microwave Remote Sensing X. Wu & J. Wen 10.3390/rs14174191
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96. A robust gap-filling approach for European Space Agency Climate Change Initiative (ESA CCI) soil moisture integrating satellite observations, model-driven knowledge, and spatiotemporal machine learning K. Liu et al. 10.5194/hess-27-577-2023
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98. Uncertainty estimation for a new exponential-filter-based long-term root-zone soil moisture dataset from Copernicus Climate Change Service (C3S) surface observations A. Pasik et al. 10.5194/gmd-16-4957-2023
99. Optimizing Soil Moisture Station Networks for Future Climates V. Bessenbacher et al. 10.1029/2022GL101667
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105. On the potential of Sentinel-1 for sub-field scale soil moisture monitoring T. van Hateren et al. 10.1016/j.jag.2023.103342
106. Temporal Stability of Grassland Soil Moisture Utilising Sentinel-2 Satellites and Sparse Ground-Based Sensor Networks R. Basu et al. 10.3390/rs16020220
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158. Augmenting daily MODIS LST with AIRS surface temperature retrievals to estimate ground temperature and permafrost extent in High Mountain Asia K. Kim et al. 10.1016/j.rse.2024.114075
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