研究目的
To produce and validate high accuracy albedo products for Arctic sea ice using MISR and MODIS data, and to analyze the trend of sea ice albedo between 2000 and 2016.
研究成果
The study successfully produced high-quality spectral and broadband albedo products for Arctic sea ice, demonstrating the accuracy and stability of MISR's sea ice albedo. The trend analysis revealed a continuous reduction in sea ice albedo between 2000 and 2016, consistent with climate change observations.
研究不足
The study is limited by the Terra satellite's inclination, leaving a small gap near the pole, and by the reliance on MODIS's cloud mask, which, although assessed as >90% accurate, may still contain inaccuracies.
1:Experimental Design and Method Selection:
The study combines MISR's high accuracy albedo products with MODIS's cloud mask to overcome MISR's limitations in cloud masking over snow or sea ice.
2:Sample Selection and Data Sources:
Data from MISR and MODIS onboard the Terra satellite from 2000 to 2016, focusing on the Arctic sea ice region.
3:List of Experimental Equipment and Materials:
MISR sensor, MODIS sensor, tower-based albedometer from NOAA/ESRL/GMD/GRAD.
4:Experimental Procedures and Operational Workflow:
Data fusion of MISR sea ice albedo product with MODIS cloud mask, reprojection onto predefined grids, creation of daily products with different averaging time windows, and trend analysis.
5:Data Analysis Methods:
Comparison with in-situ data, trend analysis using weighted averages over yearly trends by day of year.
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