A New Method for Generating the SMOPS Blended Satellite Soil Moisture Data Product without Relying on a Model Climatology

نویسندگان

چکیده

Soil moisture operational product system (SMOPS) is developed by National Oceanic and Atmospheric Administration (NOAA) to provide the real-time blended soil (SM) for numeric weather prediction national water model applications. However, all individual satellite SM data ingested into current SMOPS are scaled global land assimilation (GLDAS) 0–10 cm climatology before combination. As a result, useful information from original microwave retrievals could be lost, GLDAS errors brought final product. In this paper, we propose scale active passive (SMAP) through building regression models. The rescaled SMAP observations then have similar dynamics, which allows producing SMOPScdr (distinguishing with SMOPSopr) using an equal-weight averaging approach. With respect in situ measurements, more successful tracking surface status than products significantly decreased errors. proposed method also preserves of reference period when not available, allowing us produce long-term

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Spatially and Temporally Complete Satellite Soil Moisture Data Based on a Data Assimilation Method

Multiple soil moisture products have been generated from data acquired by satellite. However, these satellite soil moisture products are not spatially or temporally complete, primarily due to track changes, radio-frequency interference, dense vegetation, and frozen soil. These deficiencies limit the application of soil moisture in land surface process simulation, climatic modeling, and global c...

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ژورنال

عنوان ژورنال: Remote Sensing

سال: 2022

ISSN: ['2315-4632', '2315-4675']

DOI: https://doi.org/10.3390/rs14071700