期刊
REMOTE SENSING
卷 6, 期 9, 页码 8387-8404出版社
MDPI
DOI: 10.3390/rs6098387
关键词
air temperature; MODIS; brightness temperature; AMSR-E
类别
资金
- Agenda Program of the Rural Development Agency [PJ00997802]
- Korea Research Foundation in Republic of Korea [NRF-2013R1A1A4A01008632]
- NASA Terrestrial Hydrology program
- National Research Foundation of Korea [2013R1A1A4A01008632] Funding Source: Korea Institute of Science & Technology Information (KISTI), National Science & Technology Information Service (NTIS)
Satellite optical-infrared remote sensing from the Moderate Resolution Imaging Spectroradiometer (MODIS) provides effective air temperature (T-a) retrieval at a spatial resolution of 5 km. However, frequent cloud cover can result in substantial signal loss and remote sensing retrieval error in MODIS T-a. We presented a simple pixel-wise empirical regression method combining synergistic information from MODIS T-a and 37 GHz frequency brightness temperature (T-b) retrievals from the Advanced Microwave Scanning Radiometer for the Earth Observing System (AMSR-E) for estimating surface level T-a under both clear and cloudy sky conditions in the United States for 2006. The instantaneous T-a retrievals showed favorable agreement with in situ air temperature records from 40 AmeriFlux tower sites; mean R-2 correspondence was 86.5 and 82.7 percent, while root mean square errors (RMSE) for the T-a retrievals were 4.58 K and 4.99 K for clear and cloudy sky conditions, respectively. Daily mean T-a was estimated using the instantaneous T-a retrievals from day/night overpasses, and showed favorable agreement with local tower measurements (R-2 = 0.88; RMSE = 3.48 K). The results of this study indicate that the combination of MODIS and AMSR-E sensor data can produce T-a retrievals with reasonable accuracy and relatively fine spatial resolution (similar to 5 km) for clear and cloudy sky conditions.
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