Validation of SMAP Soil Moisture Products Using Ground-Based Observations for the Paddy Dominated Tropical Region of India

The Soil Moisture Active Passive (SMAP) mission currently provides three surface soil moisture products based solely on instrument measurements. The three soil moisture products are: 1) the radiometer-only 36 km gridded; 2) a radiometer-only enhanced product gridded at 9 km; and 3) a high-resolution...

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Veröffentlicht in:IEEE transactions on geoscience and remote sensing 2019-11, Vol.57 (11), p.8479-8491
Hauptverfasser: Singh, Gurjeet, Das, Narendra N., Panda, Rabindra K., Colliander, Andreas, Jackson, Thomas J., Mohanty, Binayak P., Entekhabi, Dara, Yueh, Simon H.
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Sprache:eng
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Zusammenfassung:The Soil Moisture Active Passive (SMAP) mission currently provides three surface soil moisture products based solely on instrument measurements. The three soil moisture products are: 1) the radiometer-only 36 km gridded; 2) a radiometer-only enhanced product gridded at 9 km; and 3) a high-resolution (3 km) SMAP-Sentinel active-passive product. It is important to validate these released SMAP soil moisture products over various land covers and hydroclimatic domains before they are routinely used in scientific research and applications. This paper evaluates SMAP-based soil moisture products for typical Indian conditions of extreme seasonal variability that leads to changes from very wet to dry soil, especially for the paddy dominated region. The assessment metrics indicate that the enhanced passive-only soil moisture product meets the SMAP accuracy requirement of 0.04 m 3 /m 3 during the nongrowing season (NGS) with unbiased root-mean-square error (ubRMSE) values ranging between 0.025 and 0.036 m 3 /m 3 . However, this product underperformed during the paddy growing season (GS) with ubRMSE values ranging between 0.063 and 0.097 m 3 /m 3 . In addition, the SMAP-Sentinel active-passive soil moisture product shows satisfactory performance during the NGS (ubRMSE, 0.017-0.051 m 3 /m 3 ), but during the GS, ubRMSE ranged between 0.089 and 0.104 m 3 /m 3 . Use of the vegetation water content climatology and low clay fraction in SMAP baseline algorithm (auxiliary database) that mismatched with the actual values may be the possible source of errors and biases in the SMAP soil moisture products. The reported study provides guidelines for the application of enhanced SMAP soil moisture products in India, especially for the tropical region, and provides information that can be used to improve the retrieval algorithm.
ISSN:0196-2892
1558-0644
DOI:10.1109/TGRS.2019.2921333