研究目的
Evaluating the VIIRS EPS Aerosol Optical Depth (AOD) product over mainland China by intercomparing with ground-based measurements and MODIS to assess its accuracy and variability.
研究成果
VIIRS EPS AOD achieves reasonable agreement with ground observation and MODIS, with a high correlation but a positive bias. The aerosol model assumptions need improvement, especially for dust and urban aerosols. VIIRS is capable of capturing the major aerosol variability over China, making it suitable for qualitative studies.
研究不足
The VIIRS EPS AOD product has a positive bias, especially over remote sites and for higher AOD levels. The aerosol model assumptions in the VIIRS retrieval algorithm are unsatisfactory for dust and urban aerosols. The precision and %EE of VIIRS AOD are lower than desired for quantitative climate forcing studies.
1:Experimental Design and Method Selection:
The study evaluates the VIIRS EPS AOD product by comparing it with ground-based measurements from AERONET and SONET, and MODIS satellite retrievals. Statistical analysis and spectral decomposition techniques are used for assessment.
2:Sample Selection and Data Sources:
Data from 12 AERONET sites and 5 SONET sites in mainland China are used. VIIRS and MODIS AOD data are collocated with ground observations.
3:List of Experimental Equipment and Materials:
VIIRS and MODIS satellite data, AERONET and SONET ground-based measurements.
4:Experimental Procedures and Operational Workflow:
Collocation of satellite and ground measurements using a spatial-temporal scheme, statistical analysis of AOD accuracy and variability, and CPCA analysis to compare VIIRS and MODIS data.
5:Data Analysis Methods:
Statistical metrics (mean bias, precision, %EE, correlation) and CPCA are used to analyze the data.
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