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TITLE = "Satellite Soil Moisture Data Reconstruction in the Temporal and
Spatial Domains: Latent Error Assessments and Performances for
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JOURNAL = RS,
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YEAR = "2022",
NUMBER = "19",
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AUTHOR = "Zhang, E. and Liu, Y.J. and Pan, T. and Tan, Q.H. and Ma, Z.",
TITLE = "Evaluating the Effects of Climate Change and Human Activities on the
Seasonal Trends and Spatial Heterogeneity of Soil Moisture",
JOURNAL = RS,
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NUMBER = "19",
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AUTHOR = "Li, H.Y. and Xiao, Z. and Wei, J. and Wang, G.",
TITLE = "The Seasonal and Diurnal Variation Characteristics of Soil Moisture
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JOURNAL = RS,
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NUMBER = "19",
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AUTHOR = "Zhao, J.H. and Zhang, C.Y. and Min, L. and Guo, Z.W. and Li, N.",
TITLE = "Retrieval of Farmland Surface Soil Moisture Based on Feature
Optimization and Machine Learning",
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@article{bb314904,
AUTHOR = "Deng, K.A.K. and Petropoulos, G.P. and Bao, Y.S. and Pavlides, A. and Chaibou, A.A.S. and Habtemicheal, B.A.",
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AUTHOR = "Mu, T.H. and Liu, G.W. and Yang, X.G. and Yu, Y.",
TITLE = "Soil-Moisture Estimation Based on Multiple-Source Remote-Sensing
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YEAR = "2023",
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AUTHOR = "Zhang, Y. and Huang, F. and Li, L. and Li, Q.L. and Zhang, Y.K. and Shangguan, W.",
TITLE = "Real-Time Forecast of SMAP L3 Soil Moisture Using
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AUTHOR = "Huang, S.Z. and Zhang, X. and Wang, C. and Chen, N.C.",
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TITLE = "High-Resolution Quantitative Retrieval of Soil Moisture Based on
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AUTHOR = "Dabboor, M. and Atteia, G. and Meshoul, S. and Alayed, W.",
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AUTHOR = "Wang, Y.L. and Zhao, J.H. and Guo, Z.W. and Yang, H.J. and Li, N.",
TITLE = "Soil Moisture Inversion Based on Data Augmentation Method Using
Multi-Source Remote Sensing Data",
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AUTHOR = "Wang, R. and Zhao, J.H. and Yang, H.J. and Li, N.",
TITLE = "Inversion of Soil Moisture on Farmland Areas Based on SSA-CNN Using
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AUTHOR = "Salunke, R. and Nobahar, M. and Alzeghoul, O.E. and Khan, S. and Cour, I.L. and Amini, F.",
TITLE = "Near-Surface Soil Moisture Characterization in Mississippi's Highway
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TITLE = "Leveraging Limited ISMN Soil Moisture Measurements to Develop the
HYDRUS-1D Model and Explore the Potential of Remotely Sensed
Precipitation for Soil Moisture Estimates in the Northern Territory,
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JOURNAL = RS,
VOLUME = "17",
YEAR = "2025",
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PAGES = "3723",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927sm1.html#TT309465"}
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AUTHOR = "Liu, Y.J. and Fan, H.Y. and Jin, Y. and Zhu, S.",
TITLE = "Reconstruction of SMAP Soil Moisture Data Based on Residual
Autoencoder Network with Convolutional Feature Extraction",
JOURNAL = RS,
VOLUME = "17",
YEAR = "2025",
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PAGES = "3729",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927sm1.html#TT309466"}
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AUTHOR = "Zhang, J. and Tao, L.L.",
TITLE = "An Improved Change Detection Method for Time-Series Soil Moisture
Retrieval in Semi-Arid Area",
JOURNAL = RS,
VOLUME = "17",
YEAR = "2025",
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BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927sm1.html#TT309467"}
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AUTHOR = "Qi, Y.J. and Wang, S. and Ma, J. and Lv, K. and Nizami, S.M. and Zhao, C.H. and Jiang, Q. and Huang, J.K.",
TITLE = "Exploring How Soil Moisture Varies with Soil Depth in the Root Zone
and Its Rainfall Lag Effect in the Ecotone from the Qinghai-Tibetan
Plateau to the Loess Plateau",
JOURNAL = RS,
VOLUME = "18",
YEAR = "2026",
NUMBER = "1",
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BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927sm1.html#TT309468"}
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AUTHOR = "Liu, J. and Liu, L. and Yu, W.D. and Wang, X.B.",
TITLE = "Estimating Soil Moisture Using Multimodal Remote Sensing and Transfer
Optimization Techniques",
JOURNAL = RS,
VOLUME = "18",
YEAR = "2026",
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PAGES = "84",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927sm1.html#TT309469"}
@article{bb314955,
AUTHOR = "Rahmani, M. and Asgari, J. and Amiri Simkooei, A.",
TITLE = "A New Joint Retrieval of Soil Moisture and Vegetation Optical Depth
from Spaceborne GNSS-R Observations",
JOURNAL = RS,
VOLUME = "18",
YEAR = "2026",
NUMBER = "2",
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AUTHOR = "Jach, L. and Fluhrer, A. and Bauer, H.S. and Chaparro, D. and Hellwig, F.M. and Portal, G. and Jagdhuber, T.",
TITLE = "Comparing Temporal Dynamics of Soil Moisture from Remote Sensing,
Modeling, and Field Observations Across Europe",
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VOLUME = "18",
YEAR = "2026",
NUMBER = "3",
PAGES = "445",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927sm1.html#TT309471"}
@article{bb314957,
AUTHOR = "Garcia Cardona, J. and Rodriguez Alvarez, N. and Munoz Martin, J.F. and Bosch Lluis, X. and Oudrhiri, K.",
TITLE = "Enhancing Soil Moisture Active-Passive Estimates with Soil Moisture
Active-Passive Reflectometer Data Using Graph Signal Processing",
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VOLUME = "16",
YEAR = "2024",
NUMBER = "8",
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AUTHOR = "Celik, M.F. and Isik, M.S. and Yuzugullu, O. and Fajraoui, N. and Erten, E.",
TITLE = "Soil Moisture Prediction from Remote Sensing Images Coupled with
Climate, Soil Texture and Topography via Deep Learning",
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YEAR = "2022",
NUMBER = "21",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927sm1.html#TT309473"}
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AUTHOR = "Entezari, M. and Esmaeily, A. and Niazmardi, S.",
TITLE = "Estimation of Soil Moisture and Earth's Surface Temperature Using
Landsat-8 Satellite Data",
BOOKTITLE = SMPR19,
YEAR = "2019",
PAGES = "327-330",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927sm1.html#TT309474"}
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AUTHOR = "Sandric, I. and Diamandi, A. and Oana, N. and Saizu, D. and Vasile, C. and Lucaschi, B.",
TITLE = "Validation And Upscaling Of Soil Moisture Satellite Products In Romania",
BOOKTITLE = ISPRS16,
YEAR = "2016",
PAGES = "B2: 313-317",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927sm1.html#TT309475"}
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AUTHOR = "Kong, J.L. and Xian, T. and Yang, J. and Chen, L. and Yang, X.T.",
TITLE = "Monitoring Soil Moisture In A Coal Mining Area With Multi-phase Landsat
Images",
BOOKTITLE = ISPRS16,
YEAR = "2016",
PAGES = "B7: 537-542",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927sm1.html#TT309476"}
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AUTHOR = "Berwal, P. and Murthy, C.S. and Raju, P.V. and Sai, M.V.R.S.",
TITLE = "Geospatial Analysis Of Near-surface Soil Moisture Time Series Data Over
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YEAR = "2016",
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AUTHOR = "Yu, F. and Li, H.T. and Jia, Y. and Han, Y.S. and Gu, H.Y.",
TITLE = "The Multi-Level and Multi-Scale Factor Analysis for Soil Moisture
Information Extraction by Multi-Source Remote Sensing Data",
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AUTHOR = "Mobasheri, M.R. and Bidkhan, N.G.",
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AUTHOR = "Mishra, P. and Singh, D.",
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Moisture",
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YEAR = "2013",
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AUTHOR = "Dor, E.B.",
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AUTHOR = "Brinkhoff, T. and Jansen, S.",
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Moisture Using Lst Time-series From Modis",
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AUTHOR = "Chakrabarti, S. and Bongiovanni, T. and Judge, J. and Nagarajan, K. and Principe, J.C.",
TITLE = "Downscaling Satellite-Based Soil Moisture in Heterogeneous Regions
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PAGES = "85-101",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309485"}
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TITLE = "Copula-Based Downscaling of Coarse-Scale Soil Moisture Observations
With Implicit Bias Correction",
JOURNAL = GeoRS,
VOLUME = "53",
YEAR = "2015",
NUMBER = "6",
MONTH = "June",
PAGES = "3507-3521",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309486"}
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Application to DISPATCH Data in Central Morocco",
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NUMBER = "4",
PAGES = "3783-3807",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309487"}
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AUTHOR = "He, L. and Hong, Y. and Wu, X. and Ye, N. and Walker, J.P. and Chen, X.",
TITLE = "Investigation of SMAP Active-Passive Downscaling Algorithms Using
Combined Sentinel-1 SAR and SMAP Radiometer Data",
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NUMBER = "8",
MONTH = "August",
PAGES = "4906-4918",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309488"}
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AUTHOR = "Peng, J. and Loew, A. and Zhang, S.Q. and Wang, J. and Niesel, J.",
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Vegetation Temperature Condition Index",
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MONTH = "January",
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BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309489"}
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AUTHOR = "Das, N.N. and Entekhabi, D. and Dunbar, R.S. and Njoku, E.G. and Yueh, S.H.",
TITLE = "Uncertainty Estimates in the SMAP Combined Active-Passive Downscaled
Brightness Temperature",
JOURNAL = GeoRS,
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YEAR = "2016",
NUMBER = "2",
MONTH = "February",
PAGES = "640-650",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309490"}
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AUTHOR = "Ko, A. and Mascaro, G. and Vivoni, E.R.",
TITLE = "Irrigation Impacts on Scaling Properties of Soil Moisture and the
Calibration of a Multifractal Downscaling Model",
JOURNAL = GeoRS,
VOLUME = "54",
YEAR = "2016",
NUMBER = "6",
MONTH = "June",
PAGES = "3128-3142",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309491"}
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AUTHOR = "Song, C.Y. and Jia, L.",
TITLE = "A Method for Downscaling FengYun-3B Soil Moisture Based on Apparent
Thermal Inertia",
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YEAR = "2016",
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BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309492"}
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AUTHOR = "Wu, X. and Walker, J.P. and Rudiger, C. and Panciera, R. and Gao, Y.",
TITLE = "Medium-Resolution Soil Moisture Retrieval Using the Bayesian Merging
Method",
JOURNAL = GeoRS,
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YEAR = "2017",
NUMBER = "11",
MONTH = "November",
PAGES = "6482-6493",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309493"}
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AUTHOR = "Jin, Y. and Ge, Y. and Wang, J.H. and Heuvelink, G.B.M. and Wang, L.",
TITLE = "Geographically Weighted Area-to-Point Regression Kriging for Spatial
Downscaling in Remote Sensing",
JOURNAL = RS,
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YEAR = "2018",
NUMBER = "4",
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BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309494"}
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TITLE = "Downscaling of Surface Soil Moisture Retrieval by Combining
MODIS/Landsat and In Situ Measurements",
JOURNAL = RS,
VOLUME = "10",
YEAR = "2018",
NUMBER = "2",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309495"}
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AUTHOR = "Fang, B. and Lakshmi, V. and Bindlish, R. and Jackson, T.J.",
TITLE = "AMSR2 Soil Moisture Downscaling Using Temperature and Vegetation Data",
JOURNAL = RS,
VOLUME = "10",
YEAR = "2018",
NUMBER = "10",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309496"}
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AUTHOR = "Bai, J.Y. and Cui, Q. and Zhang, W. and Meng, L.K.",
TITLE = "An Approach for Downscaling SMAP Soil Moisture by Combining
Sentinel-1 SAR and MODIS Data",
JOURNAL = RS,
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YEAR = "2019",
NUMBER = "23",
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BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309497"}
@article{bb314983,
AUTHOR = "Kovacevic, J. and Cvijetinovic, Z. and Stancic, N. and Brodic, N. and Mihajlovic, D.",
TITLE = "New Downscaling Approach Using ESA CCI SM Products for Obtaining High
Resolution Surface Soil Moisture",
JOURNAL = RS,
VOLUME = "12",
YEAR = "2020",
NUMBER = "7",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309498"}
@article{bb314984,
AUTHOR = "Yan, R. and Bai, J.J.",
TITLE = "A New Approach for Soil Moisture Downscaling in the Presence of
Seasonal Difference",
JOURNAL = RS,
VOLUME = "12",
YEAR = "2020",
NUMBER = "17",
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BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309499"}
@article{bb314985,
AUTHOR = "Cao, Z. and Gao, H.X. and Nan, Z.T. and Zhao, Y. and Yin, Z.Y.",
TITLE = "A Semi-Physical Approach for Downscaling Satellite Soil Moisture Data
in a Typical Cold Alpine Area, Northwest China",
JOURNAL = RS,
VOLUME = "13",
YEAR = "2021",
NUMBER = "3",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309500"}
@article{bb314986,
AUTHOR = "Zhang, H.Y. and Wang, S.D. and Liu, K. and Li, X. and Li, Z.Q. and Zhang, X.Y. and Liu, B.X.",
TITLE = "Downscaling of AMSR-E Soil Moisture over North China Using Random
Forest Regression",
JOURNAL = IJGI,
VOLUME = "11",
YEAR = "2022",
NUMBER = "2",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309501"}
@article{bb314987,
AUTHOR = "Llamas, R.M. and Valera, L. and Olaya, P. and Taufer, M. and Vargas, R.",
TITLE = "Downscaling Satellite Soil Moisture Using a Modular Spatial Inference
Framework",
JOURNAL = RS,
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YEAR = "2022",
NUMBER = "13",
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BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309502"}
@article{bb314988,
AUTHOR = "Wernicke, L.J. and Chew, C.C. and Small, E.E. and Das, N.N.",
TITLE = "Downscaling SMAP Brightness Temperatures to 3 km Using CYGNSS
Reflectivity Observations: Factors That Affect Spatial Heterogeneity",
JOURNAL = RS,
VOLUME = "14",
YEAR = "2022",
NUMBER = "20",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309503"}
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AUTHOR = "Hu, Z.X. and Chai, L. and Crow, W.T. and Liu, S.M. and Zhu, Z.L. and Zhou, J. and Qu, Y.Q. and Liu, J. and Yang, S.Q. and Lu, Z.",
TITLE = "Applying a Wavelet Transform Technique to Optimize General Fitting
Models for SM Analysis: A Case Study in Downscaling over the
Qinghai-Tibet Plateau",
JOURNAL = RS,
VOLUME = "14",
YEAR = "2022",
NUMBER = "13",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309504"}
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AUTHOR = "Mao, T.N. and Wei, S.G. and Li, Q.L. and Li, L. and Zhang, Y. and Huang, F. and Li, J. and Liu, W. and Zhang, R.",
TITLE = "A Spatial Downscaling Method for Remote Sensing Soil Moisture Based
on Random Forest Considering Soil Moisture Memory and Mass
Conservation",
JOURNAL = RS,
VOLUME = "14",
YEAR = "2022",
NUMBER = "16",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309505"}
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AUTHOR = "Luo, Q. and Liang, Y. and Guo, Y. and Liang, X.Y. and Ren, C. and Yue, W.T. and Zhu, B.L. and Jiang, X.Y.",
TITLE = "Enhancing Spatial Resolution of GNSS-R Soil Moisture Retrieval
through XGBoost Algorithm-Based Downscaling Approach: A Case Study in
the Southern United States",
JOURNAL = RS,
VOLUME = "15",
YEAR = "2023",
NUMBER = "18",
PAGES = "4576",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309506"}
@article{bb314992,
AUTHOR = "Cheng, L. and Liu, S. and Mo, X.G. and Hu, S. and Zhou, H. and Xie, C.S. and Nielsen, S. and Grosen, H. and Bauer Gottwein, P.",
TITLE = "Assessing the Potential of 10-m Resolution TVDI Based on Downscaled
LST to Monitor Soil Moisture in Tang River Basin, China",
JOURNAL = RS,
VOLUME = "15",
YEAR = "2023",
NUMBER = "3",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309507"}
@article{bb314993,
AUTHOR = "Nadeem, A.A. and Zha, Y.Y. and Shi, L.S. and Ali, S. and Wang, X. and Zafar, Z. and Afzal, Z. and Tariq, M.A.U.R.",
TITLE = "Spatial Downscaling and Gap-Filling of SMAP Soil Moisture to High
Resolution Using MODIS Surface Variables and Machine Learning
Approaches over ShanDian River Basin, China",
JOURNAL = RS,
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YEAR = "2023",
NUMBER = "3",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309508"}
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AUTHOR = "Xu, J.X. and Su, Q. and Li, X.T. and Ma, J.W. and Song, W.L. and Zhang, L. and Su, X.Y.",
TITLE = "A Spatial Downscaling Framework for SMAP Soil Moisture Based on
Stacking Strategy",
JOURNAL = RS,
VOLUME = "16",
YEAR = "2024",
NUMBER = "1",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309509"}
@article{bb314995,
AUTHOR = "Xiao, H.Z. and Wang, J.J. and Ding, J.L. and Li, X. and Chen, K.Y.",
TITLE = "Downscale Inversion of Soil Moisture during Vegetation Growth Period
in Ebinur Lake Watershed",
JOURNAL = RS,
VOLUME = "16",
YEAR = "2024",
NUMBER = "6",
PAGES = "983",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309510"}
@article{bb314996,
AUTHOR = "Zhang, D. and Lu, L.J. and Li, X. and Zhang, J.H. and Zhang, S. and Yang, S.S.",
TITLE = "Spatial Downscaling of ESA CCI Soil Moisture Data Based on Deep
Learning with an Attention Mechanism",
JOURNAL = RS,
VOLUME = "16",
YEAR = "2024",
NUMBER = "8",
PAGES = "1394",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309511"}
@article{bb314997,
AUTHOR = "Cai, Y.L. and Fan, P. and Lang, S. and Li, M.Y. and Muhammad, Y. and Liu, A.",
TITLE = "Downscaling of SMAP Soil Moisture Data by Using a Deep Belief Network",
JOURNAL = RS,
VOLUME = "14",
YEAR = "2022",
NUMBER = "22",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309512"}
@article{bb314998,
AUTHOR = "Senanayake, I.P. and Arachchilage, K.R.L.P. and Yeo, I.Y. and Khaki, M. and Han, S.C. and Dahlhaus, P.G.",
TITLE = "Spatial Downscaling of Satellite-Based Soil Moisture Products Using
Machine Learning Techniques: A Review",
JOURNAL = RS,
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YEAR = "2024",
NUMBER = "12",
PAGES = "2067",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309513"}
@article{bb314999,
AUTHOR = "Jiang, M.H. and Shen, H.F. and Li, J. and Zhang, L.P.",
TITLE = "Generalized spatio-temporal-spectral integrated fusion for soil
moisture downscaling",
JOURNAL = PandRS,
VOLUME = "218",
YEAR = "2024",
PAGES = "70-86",
BIBSOURCE = "http://www.visionbib.com/bibliography/cartog927smdown6.html#TT309514"}
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