23.2.15.1 Soil Moisture Downscaling

Chapter Contents (Back)
Moisture. Downscale.
See also Soil Moisture, Radar, SAR, X-Band.

Kaheil, Y.H., Gill, M.K., McKee, M., Bastidas, L.A., Rosero, E.,
Downscaling and Assimilation of Surface Soil Moisture Using Ground Truth Measurements,
GeoRS(46), No. 5, May 2008, pp. 1375-1384.
IEEE DOI 0804
BibRef

Chakrabarti, S., Bongiovanni, T., Judge, J., Nagarajan, K., Principe, J.C.,
Downscaling Satellite-Based Soil Moisture in Heterogeneous Regions Using High-Resolution Remote Sensing Products and Information Theory: A Synthetic Study,
GeoRS(53), No. 1, January 2015, pp. 85-101.
IEEE DOI 1410
entropy BibRef

Verhoest, N.E.C., van den Berg, M.J., Martens, B., Lievens, H., Wood, E.F., Pan, M.[Ming], Kerr, Y.H., Al Bitar, A., Tomer, S.K., Drusch, M., Vernieuwe, H., de Baets, B., Walker, J.P., Dumedah, G., Pauwels, V.R.N.,
Copula-Based Downscaling of Coarse-Scale Soil Moisture Observations With Implicit Bias Correction,
GeoRS(53), No. 6, June 2015, pp. 3507-3521.
IEEE DOI 1503
hydrological techniques BibRef

Merlin, O.[Olivier], Malbéteau, Y.[Yoann], Notfi, Y.[Youness], Bacon, S.[Stefan], Khabba, S.E.R.S.[Salah Er-Raki Saďd], Jarlan, L.[Lionel],
Performance Metrics for Soil Moisture Downscaling Methods: Application to DISPATCH Data in Central Morocco,
RS(7), No. 4, 2015, pp. 3783-3807.
DOI Link 1505
BibRef

He, L., Hong, Y., Wu, X., Ye, N., Walker, J.P., Chen, X.,
Investigation of SMAP Active-Passive Downscaling Algorithms Using Combined Sentinel-1 SAR and SMAP Radiometer Data,
GeoRS(56), No. 8, August 2018, pp. 4906-4918.
IEEE DOI 1808
hydrological techniques, moisture, moisture measurement, radiometers, remote sensing by radar, soil, Soil Moisture Active Passive (SMAP) BibRef

Peng, J.[Jian], Loew, A., Zhang, S.Q.[Shi-Qiang], Wang, J.[Jie], Niesel, J.,
Spatial Downscaling of Satellite Soil Moisture Data Using a Vegetation Temperature Condition Index,
GeoRS(54), No. 1, January 2016, pp. 558-566.
IEEE DOI 1601
hydrological techniques BibRef

Das, N.N., Entekhabi, D., Dunbar, R.S., Njoku, E.G., Yueh, S.H.,
Uncertainty Estimates in the SMAP Combined Active-Passive Downscaled Brightness Temperature,
GeoRS(54), No. 2, February 2016, pp. 640-650.
IEEE DOI 1601
Backscatter BibRef

Ko, A., Mascaro, G., Vivoni, E.R.,
Irrigation Impacts on Scaling Properties of Soil Moisture and the Calibration of a Multifractal Downscaling Model,
GeoRS(54), No. 6, June 2016, pp. 3128-3142.
IEEE DOI 1606
calibration BibRef

Song, C.Y.[Cheng-Yun], Jia, L.[Li],
A Method for Downscaling FengYun-3B Soil Moisture Based on Apparent Thermal Inertia,
RS(8), No. 9, 2016, pp. 703.
DOI Link 1610
BibRef

Wu, X., Walker, J.P., Rüdiger, C., Panciera, R., Gao, Y.,
Medium-Resolution Soil Moisture Retrieval Using the Bayesian Merging Method,
GeoRS(55), No. 11, November 2017, pp. 6482-6493.
IEEE DOI 1711
Backscatter, Microwave radiometry, Radar, Rough surfaces, Soil moisture, Surface roughness, Bayesian, SMAP Experiments (SMAPEx), Soil Moisture Active Passive (SMAP), downscaling algorithms. BibRef

Jin, Y.[Yan], Ge, Y.[Yong], Wang, J.H.[Jiang-Hao], Heuvelink, G.B.M.[Gerard B. M.], Wang, L.[Le],
Geographically Weighted Area-to-Point Regression Kriging for Spatial Downscaling in Remote Sensing,
RS(10), No. 4, 2018, pp. xx-yy.
DOI Link 1805
BibRef

Xu, C.Y.[Chen-Yang], Qu, J.J.[John J.], Hao, X.J.[Xian-Jun], Cosh, M.H.[Michael H.], Prueger, J.H.[John H.], Zhu, Z.L.[Zhi-Liang], Gutenberg, L.[Laurel],
Downscaling of Surface Soil Moisture Retrieval by Combining MODIS/Landsat and In Situ Measurements,
RS(10), No. 2, 2018, pp. xx-yy.
DOI Link 1804
BibRef

Fang, B.[Bin], Lakshmi, V.[Venkat], Bindlish, R.[Rajat], Jackson, T.J.[Thomas J.],
AMSR2 Soil Moisture Downscaling Using Temperature and Vegetation Data,
RS(10), No. 10, 2018, pp. xx-yy.
DOI Link 1811
BibRef

Bai, J.Y.[Jue-Ying], Cui, Q.[Qian], Zhang, W.[Wen], Meng, L.K.[Ling-Kui],
An Approach for Downscaling SMAP Soil Moisture by Combining Sentinel-1 SAR and MODIS Data,
RS(11), No. 23, 2019, pp. xx-yy.
DOI Link 1912
BibRef

Kovacevic, J.[Jovan], Cvijetinovic, Ž.[Željko], Stancic, N.[Nikola], Brodic, N.[Nenad], Mihajlovic, D.[Dragan],
New Downscaling Approach Using ESA CCI SM Products for Obtaining High Resolution Surface Soil Moisture,
RS(12), No. 7, 2020, pp. xx-yy.
DOI Link 2004
BibRef

Yan, R.[Ran], Bai, J.J.[Jian-Jun],
A New Approach for Soil Moisture Downscaling in the Presence of Seasonal Difference,
RS(12), No. 17, 2020, pp. xx-yy.
DOI Link 2009
BibRef

Cao, Z.[Zetao], Gao, H.X.[Hong-Xia], Nan, Z.T.[Zhuo-Tong], Zhao, Y.[Yi], Yin, Z.Y.[Zi-Yun],
A Semi-Physical Approach for Downscaling Satellite Soil Moisture Data in a Typical Cold Alpine Area, Northwest China,
RS(13), No. 3, 2021, pp. xx-yy.
DOI Link 2102
BibRef

Zhang, H.Y.[Hong-Yan], Wang, S.D.[Shu-Dong], Liu, K.[Kai], Li, X.[Xueke], Li, Z.Q.[Zheng-Qiang], Zhang, X.Y.[Xiao-Yuan], Liu, B.X.[Bing-Xuan],
Downscaling of AMSR-E Soil Moisture over North China Using Random Forest Regression,
IJGI(11), No. 2, 2022, pp. xx-yy.
DOI Link 2202
BibRef

Llamas, R.M.[Ricardo M.], Valera, L.[Leobardo], Olaya, P.[Paula], Taufer, M.[Michela], Vargas, R.[Rodrigo],
Downscaling Satellite Soil Moisture Using a Modular Spatial Inference Framework,
RS(14), No. 13, 2022, pp. xx-yy.
DOI Link 2208
BibRef

Wernicke, L.J.[Liza J.], Chew, C.C.[Clara C.], Small, E.E.[Eric E.], Das, N.N.[Narendra N.],
Downscaling SMAP Brightness Temperatures to 3 km Using CYGNSS Reflectivity Observations: Factors That Affect Spatial Heterogeneity,
RS(14), No. 20, 2022, pp. xx-yy.
DOI Link 2211
BibRef

Hu, Z.X.[Zi-Xuan], Chai, L.[Linna], Crow, W.T.[Wade T.], Liu, S.M.[Shao-Min], Zhu, Z.L.[Zhong-Li], Zhou, J.[Ji], Qu, Y.Q.[Yu-Quan], Liu, J.[Jin], Yang, S.Q.[Shi-Qi], Lu, Z.[Zheng],
Applying a Wavelet Transform Technique to Optimize General Fitting Models for SM Analysis: A Case Study in Downscaling over the Qinghai-Tibet Plateau,
RS(14), No. 13, 2022, pp. xx-yy.
DOI Link 2208
BibRef

Mao, T.N.[Tao-Ning], Wei, S.G.[Shang-Guan], Li, Q.L.[Qing-Liang], Li, L.[Lu], Zhang, Y.[Ye], Huang, F.[Feini], Li, J.[Jianduo], Liu, W.[Wei], Zhang, R.[Ruqing],
A Spatial Downscaling Method for Remote Sensing Soil Moisture Based on Random Forest Considering Soil Moisture Memory and Mass Conservation,
RS(14), No. 16, 2022, pp. xx-yy.
DOI Link 2208
BibRef

Luo, Q.[Qidi], Liang, Y.[Yueji], Guo, Y.[Yue], Liang, X.Y.[Xing-Yong], Ren, C.[Chao], Yue, W.T.[Wei-Ting], Zhu, B.L.[Bing-Lin], Jiang, X.Y.[Xue-Yu],
Enhancing Spatial Resolution of GNSS-R Soil Moisture Retrieval through XGBoost Algorithm-Based Downscaling Approach: A Case Study in the Southern United States,
RS(15), No. 18, 2023, pp. 4576.
DOI Link 2310
BibRef

Cheng, L.[Lin], Liu, S.[Suxia], Mo, X.G.[Xing-Guo], Hu, S.[Shi], Zhou, H.[Haowei], Xie, C.S.[Chao-Shuai], Nielsen, S.[Sune], Grosen, H.[Henrik], Bauer-Gottwein, P.[Peter],
Assessing the Potential of 10-m Resolution TVDI Based on Downscaled LST to Monitor Soil Moisture in Tang River Basin, China,
RS(15), No. 3, 2023, pp. xx-yy.
DOI Link 2302
BibRef

Nadeem, A.A.[Adeel Ahmad], Zha, Y.Y.[Yuan-Yuan], Shi, L.S.[Liang-Sheng], Ali, S.[Shoaib], Wang, X.[Xi], Zafar, Z.[Zeeshan], Afzal, Z.[Zeeshan], Tariq, M.A.U.R.[Muhammad Atiq Ur Rehman],
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,
RS(15), No. 3, 2023, pp. xx-yy.
DOI Link 2302
BibRef

Xu, J.X.[Jia-Xin], Su, Q.[Qiaomei], Li, X.T.[Xiao-Tao], Ma, J.W.[Jian-Wei], Song, W.L.[Wen-Long], Zhang, L.[Lei], Su, X.Y.[Xiao-Ye],
A Spatial Downscaling Framework for SMAP Soil Moisture Based on Stacking Strategy,
RS(16), No. 1, 2024, pp. xx-yy.
DOI Link 2401
BibRef

Xiao, H.Z.[Hong-Zhi], Wang, J.J.[Jin-Jie], Ding, J.L.[Jian-Li], Li, X.[Xiang], Chen, K.Y.[Ke-Yu],
Downscale Inversion of Soil Moisture during Vegetation Growth Period in Ebinur Lake Watershed,
RS(16), No. 6, 2024, pp. 983.
DOI Link 2403
BibRef

Zhang, D.[Danwen], Lu, L.J.[Lin-Jun], Li, X.[Xuan], Zhang, J.H.[Jia-Hua], Zhang, S.[Sha], Yang, S.S.[Shan-Shan],
Spatial Downscaling of ESA CCI Soil Moisture Data Based on Deep Learning with an Attention Mechanism,
RS(16), No. 8, 2024, pp. 1394.
DOI Link 2405
BibRef

Cai, Y.L.[Yu-Lin], Fan, P.[Puran], Lang, S.[Sen], Li, M.Y.[Meng-Yao], Muhammad, Y.[Yasir], Liu, A.[Aixia],
Downscaling of SMAP Soil Moisture Data by Using a Deep Belief Network,
RS(14), No. 22, 2022, pp. xx-yy.
DOI Link 2212
BibRef

Senanayake, I.P.[Indishe P.], Arachchilage, K.R.L.P.[Kalani R. L. Pathira], Yeo, I.Y.[In-Young], Khaki, M.[Mehdi], Han, S.C.[Shin-Chan], Dahlhaus, P.G.[Peter G.],
Spatial Downscaling of Satellite-Based Soil Moisture Products Using Machine Learning Techniques: A Review,
RS(16), No. 12, 2024, pp. 2067.
DOI Link 2406
BibRef

Jiang, M.[Menghui], Shen, H.[Huanfeng], Li, J.[Jie], Zhang, L.P.[Liang-Pei],
Generalized spatio-temporal-spectral integrated fusion for soil moisture downscaling,
PandRS(218), 2024, pp. 70-86.
Elsevier DOI 2412
Soil moisture (SM), Generalized spatio-temporal-spectral integrated fusion, STC-CycleGAN BibRef

Wang, L.G.[Li-Guo], Gao, Y.[Ya],
Estimating and Downscaling ESA-CCI Soil Moisture Using Multi-Source Remote Sensing Images and Stacking-Based Ensemble Learning Algorithms in the Shandian River Basin, China,
RS(17), No. 4, 2025, pp. 716.
DOI Link 2502
BibRef


Lei, X., Wang, Y., Guo, T.,
Downscaling of SMAP Soil Moisture Product By Data Fusion With VIIRS LST/EVI Product,
SmartCityApp21(355-360).
DOI Link 2201
BibRef

Chapter on Remote Sensing General Issue, Land Use, Land Cover continues in
Soil Moisture, GNSS-R, CYGNSS .


Last update:Mar 17, 2025 at 20:02:03