Articles | Volume 26, issue 13
https://doi.org/10.5194/hess-26-3337-2022
https://doi.org/10.5194/hess-26-3337-2022
Research article
 | 
04 Jul 2022
Research article |  | 04 Jul 2022

Exploring the combined use of SMAP and Sentinel-1 data for downscaling soil moisture beyond the 1 km scale

Rena Meyer, Wenmin Zhang, Søren Julsgaard Kragh, Mie Andreasen, Karsten Høgh Jensen, Rasmus Fensholt, Simon Stisen, and Majken C. Looms

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Cited articles

Andreasen, M., Jensen, K. H., Zreda, M., Desilets, D., Bogena, H., and Looms, M. C.: Modelling cosmic ray neutron field measurements, Water Resour. Res., 52, 5794–5812, https://doi.org/10.1002/2016WR018814, 2016. 
Andreasen, M., Jensen, K. H., Desilets, D., Trenton, E., Zreda, M., Bogena, H. R., and Looms, M. C.: Status and Perspectives on the Cosmic-Ray Neutron Method for Soil Moisture Estimation and Other Environmental Science Applications, Vadose Zone J., 16, 1–11, https://doi.org/10.2136/vzj2017.04.0086, 2017. 
Andreasen, M., Looms, M. C., and Jensen, K. H.: Cosmic-ray neutron intensity and soil moisture estimates in the period 2013–2019 at three field sites locations in the western part of Denmark, PANGAEA [data set], https://doi.org/10.1594/PANGAEA.909271, 2019. 
Andreasen, M., Jensen, K. H., Bogena, H., Desilets, D., Zreda, M., and Looms, M. C.: Cosmic Ray Neutron Soil Moisture Estimation Using Physically Based Site-Specific Conversion Functions, Water Resour. Res., 56, 1–20, https://doi.org/10.1029/2019WR026588, 2020. 
Bartsch, A., Balzter, H., and George, C.: The influence of regional surface soil moisture anomalies on forest fires in Siberia observed from satellites, Environ. Res. Lett., 4, 045021, https://doi.org/10.1088/1748-9326/4/4/045021, 2009. 
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Short summary
The amount and spatio-temporal distribution of soil moisture, the water in the upper soil, is of great relevance for agriculture and water management. Here, we investigate whether the established downscaling algorithm combining different satellite products to estimate medium-scale soil moisture is applicable to higher resolutions and whether results can be improved by accounting for land cover types. Original satellite data and downscaled soil moisture are compared with ground observations.
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