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Evaluating MODIS and MISR aerosol optical depth retrievals over environmentally distinct sites in Pakistan

DOI:10.1016/j.jastp.2018.12.008 期刊:Journal of Atmospheric and Solar-Terrestrial Physics 出版年份:2019 更新时间:2025-09-23 15:23:52
摘要: The Moderate resolution Imaging SpectroRadiometer (MODIS) and Multi-angle Imaging SpectroRadiometer (MISR) sensors provide aerosol observations suitable for a wide range of applications. The recently released MODIS Collection 6.1 (C061) includes several improvements compared to the previous products which are expected to minimize uncertainties in aerosol retrievals. Such collection needs to be validated and compared with previous collections form the same or other sensors before being applied for further scientific research on a regional scale. This study evaluates the performance of MODIS Collections 6 (C006) and 6.1 (C061) based on two algorithms: Dark Target (DT) and Deep Blue (DB) and the merged product (DTB) onboard the Terra (MOD04) and Aqua (MYD04) satellites, and the MISR AOD retrievals against ground-based Aerosol Robotic Network (AERONET) over two sites (Lahore and Karachi) in Pakistan during 2007–2014. Results elucidated that C061 MODIS AOD exhibited significant improvement as compared to C006, with the 10 km DT (DB) products generally overestimating (underestimating) AOD relative to AERONET AOD. The MOD04 and MYD04-DT and DB (3 and10 km) showed comparable performance over the two sites, whereas The DTB was dominated by DT (DB) pixels over Lahore (Karachi). The MISR showed better performance over Karachi with high reflecting surface than over Lahore with dense vegetation cover. The annual cycle of AOD retrieved by the two sensors were consistent with AERONET AOD, with maximum AOD observed during summer months attributed to prevailing climatic conditions. On seasonal basis, the MODIS algorithms exhibited improved performance over Lahore except during summer where DT and DTB showed relatively low performance, attributed to modulations induced by local meteorology to the prevailing surface conditions. However, the sensors exhibited distinct performance over Karachi, where MODIS-DT (10 km) showed close correspondence with AERONET during autumn and winter, whereas MODIS-DT (3 km) exhibited the converse. The MISR performed relatively well during spring over the two stations. The study gives greater insights on the performance of MODIS and MISR and forms the basis for further research on the validation of satellite derived aerosol products over Pakistan.
作者: Gohar Ali,Yansong Bao,Richard Boiyo,Weiyao Tang,Qifeng Lu,Jinzhong Min
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Evaluating MODIS and MISR aerosol optical depth retrievals over environmentally distinct sites in Pakistan.

The study concludes that MODIS C061 shows significant improvement over C006, with DT generally overestimating and DB underestimating AOD compared to AERONET. MISR performs better over high-reflecting surfaces like Karachi. Seasonal variations affect performance, with summer showing lower accuracy for some algorithms due to meteorological conditions. The results provide insights for future validation and use of satellite aerosol products in the region.

The study is limited to two sites in Pakistan, which may not represent all environmental conditions. The number of collocated points for some algorithms and seasons is low, affecting statistical reliability. Uncertainties in surface reflectance and algorithm limitations over specific terrains (e.g., urban vs. vegetated areas) are noted. The temporal resolution of MISR is lower, leading to fewer data points.

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