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Article

Investigating Correlations and the Validation of SMAP-Sentinel L2 and In Situ Soil Moisture in Thailand

by
Apiniti Jotisankasa
1,
Kritanai Torsri
2,*,
Soravis Supavetch
1,
Kajornsak Sirirodwattanakool
1,
Nuttasit Thonglert
1,
Rati Sawangwattanaphaibun
2,
Apiwat Faikrua
2,
Pattarapoom Peangta
2 and
Jakrapop Akaranee
2
1
Department of Civil Engineering, Faculty of Engineering, Kasetsart University, Bangkok 10900, Thailand
2
Hydro-Informatics Innovation Division, Hydro-Informatics Institute, Ministry of Higher Education, Science, Research and Innovation, Bangkok 10900, Thailand
*
Author to whom correspondence should be addressed.
Sensors 2023, 23(21), 8828; https://doi.org/10.3390/s23218828
Submission received: 1 September 2023 / Revised: 16 October 2023 / Accepted: 25 October 2023 / Published: 30 October 2023

Abstract

Soil moisture plays a crucial role in various hydrological processes and energy partitioning of the global surface. The Soil Moisture Active Passive-Sentinel (SMAP-Sentinel) remote-sensing technology has demonstrated great potential for monitoring soil moisture with a maximum spatial resolution of 1 km. This capability can be applied to improve the weather forecast accuracy, enhance water management for agriculture, and managing climate-related disasters. Despite the techniques being increasingly used worldwide, their accuracy still requires field validation in specific regions like Thailand. In this paper, we report on the extensive in situ monitoring of soil moisture (from surface up to 1 m depth) at 10 stations across Thailand, spanning the years 2021 to 2023. The aim was to validate the SMAP surface-soil moisture (SSM) Level 2 product over a period of two years. Using a one-month averaging approach, the study revealed linear relationships between the two measurement types, with the coefficient of determination (R-squared) varying from 0.13 to 0.58. Notably, areas with more uniform land use and topography such as croplands tended to have a better coefficient of determination. We also conducted detailed soil core characterization, including soil–water retention curves, permeability, porosity, and other physical properties. The basic soil properties were used for estimating the correlation constants between SMAP and in situ soil moistures using multiple linear regression. The results produced R-squared values between 0.933 and 0.847. An upscaling approach to SMAP was proposed that showed promising results when a 3-month average of all measurements in cropland was used together. The finding also suggests that the SMAP-Sentinel remote-sensing technology exhibits significant potential for soil-moisture monitoring in certain applications. Further validation efforts and research, particularly in terms of root-zone depths and area-based assessments, especially in the agricultural sector, can greatly improve the technology’s effectiveness and usefulness in the region.
Keywords: soil moisture; remote sensing; SMAP; Sentinel-1; soil–water retention curve; validation; Thailand soil moisture; remote sensing; SMAP; Sentinel-1; soil–water retention curve; validation; Thailand

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MDPI and ACS Style

Jotisankasa, A.; Torsri, K.; Supavetch, S.; Sirirodwattanakool, K.; Thonglert, N.; Sawangwattanaphaibun, R.; Faikrua, A.; Peangta, P.; Akaranee, J. Investigating Correlations and the Validation of SMAP-Sentinel L2 and In Situ Soil Moisture in Thailand. Sensors 2023, 23, 8828. https://doi.org/10.3390/s23218828

AMA Style

Jotisankasa A, Torsri K, Supavetch S, Sirirodwattanakool K, Thonglert N, Sawangwattanaphaibun R, Faikrua A, Peangta P, Akaranee J. Investigating Correlations and the Validation of SMAP-Sentinel L2 and In Situ Soil Moisture in Thailand. Sensors. 2023; 23(21):8828. https://doi.org/10.3390/s23218828

Chicago/Turabian Style

Jotisankasa, Apiniti, Kritanai Torsri, Soravis Supavetch, Kajornsak Sirirodwattanakool, Nuttasit Thonglert, Rati Sawangwattanaphaibun, Apiwat Faikrua, Pattarapoom Peangta, and Jakrapop Akaranee. 2023. "Investigating Correlations and the Validation of SMAP-Sentinel L2 and In Situ Soil Moisture in Thailand" Sensors 23, no. 21: 8828. https://doi.org/10.3390/s23218828

APA Style

Jotisankasa, A., Torsri, K., Supavetch, S., Sirirodwattanakool, K., Thonglert, N., Sawangwattanaphaibun, R., Faikrua, A., Peangta, P., & Akaranee, J. (2023). Investigating Correlations and the Validation of SMAP-Sentinel L2 and In Situ Soil Moisture in Thailand. Sensors, 23(21), 8828. https://doi.org/10.3390/s23218828

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