研究目的
To evaluate the Multiangle Implementation of Atmospheric Correction (MAIAC) aerosol product from MODIS Aqua and Terra satellites over South Asia by comparing it with ground-truth AERONET AOD and operational MODIS algorithms (DT and DB), assessing its accuracy, spatial coverage, and performance under varying conditions.
研究成果
MAIAC provides superior AOD retrieval accuracy, higher spatial coverage, and better performance under diverse conditions compared to DT and DB algorithms over South Asia. It is effective for epidemiological and climatological studies due to its high resolution and low bias.
研究不足
MAIAC uses geographically prescribed aerosol models that are static and do not account for seasonal variations in aerosol properties. The study is limited to South Asia and the period 2006-2016. MAIAC underestimated dust AOD and showed inconsistencies between Terra and Aqua sensors in some cases.
1:Experimental Design and Method Selection:
The study involved comparing MAIAC AOD retrievals from MODIS Aqua and Terra satellites (2006-2016) with AERONET ground-truth AOD and other MODIS algorithms (DT and DB) over South Asia. Statistical methods (RMSE, MAE, RMB, EE) were used for accuracy assessment.
2:Sample Selection and Data Sources:
Data from 14 AERONET stations across South Asia were used, selected based on data availability (at least 1 year). MODIS data from Collection 6 products (MAIAC, DT, DB) were obtained.
3:List of Experimental Equipment and Materials:
MODIS sensors on Terra and Aqua satellites, AERONET sun photometers, and computational tools for data processing.
4:Experimental Procedures and Operational Workflow:
AERONET AOD was averaged ±60 minutes around satellite overpass times; MODIS AOD was averaged over a 3x3 pixel window centered at AERONET sites. Only highest quality data were used. Spatial and temporal comparisons were made, including analysis of viewing geometry, aerosol types, surface cover, and seasonal variations.
5:Data Analysis Methods:
Statistical analysis using R, RMSE, MAE, RMB, and EE; visual analysis of true-color images; and binning methods for angular and aerosol type dependencies.
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