1. Comparison of downscaling techniques for high resolution soil moisture mapping
- Author
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Sabaghy, Sabah, Walker, Jeffrey, Renzullo, Luigi, Akbar, Ruzbeh, Chan, Steven, Chaubell, Julian, Das, Narendra, Dunbar, R. Scott, Entekhabi, Dara, Gevaert, Anouk, Jackson, Thomas, Merlin, Olivier, Moghaddam, Mahta, Peng, Jinzheng, Piepmeier, Jeffrey, Piles, Maria, Portal, Gerard, Rudiger, Christoph, Stefan, Vivien, Wu, Xiaoling, Ye, Nan, and Yueh, Simon
- Subjects
Physics - Applied Physics - Abstract
Soil moisture impacts exchanges of water, energy and carbon fluxes between the land surface and the atmosphere. Passive microwave remote sensing at L-band can capture spatial and temporal patterns of soil moisture in the landscape. Both ESA and NASA have launched L-band radiometers, in the form of the SMOS and SMAP satellites respectively, to monitor soil moisture globally, every 3-day at about 40 km resolution. However, their coarse scale restricts the range of applications. While SMAP included an L-band radar to downscale the radiometer soil moisture to 9 km, the radar failed after 3 months and this initial approach is not applicable to developing a consistent long term soil moisture product across the two missions anymore. Existing optical-, radiometer-, and oversampling-based downscaling methods could be an alternative to the radar-based approach for delivering such data. Nevertheless, retrieval of a consistent high resolution soil moisture product remains a challenge, and there has been no comprehensive inter-comparison of the alternate approaches. This research undertakes an assessment of the different downscaling approaches using the SMAPEx-4 field campaign data
- Published
- 2020
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