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Comparison of INSAT-3D AOD over Indian region with satellite- and ground-based measurements: a data assimilation perspective

机译:基于卫星和地面测量的印度地区INSAT-3D AOD的比较:数据同化的角度

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This paper aims at comparing the INSAT-3D AOD with other space based observations over the continental regions. INSAT-3D launched in 2013 is an advanced geostationary weather satellite of India at 82° East longitude provides Aerosol Optical Depth (AOD) observations at 650 nm over both land and ocean. The level-3 daily AOD measurements from MODIS (both Aqua and Terra) and MISR are used for comparison with that from INSAT-3D. This work is applied during premonsoon season of 2015. Overall statistical scores and systematic errors are compared to characterize various error sources. Our study indicates that significant differences exist between different aerosol observations which may be partly due to retrieval algorithm, sensor configurations and temporal sampling. Comparison of INSAT observed AOD shows less bias towards MISR and MODIS-Terra observed AOD than with MODIS-Aqua. The INSAT observations over oceanic region have better correlation, minimum bias and rmse than land region. Overall, the mean bias of the dataset is ±0.05, with a root mean square error of 0.22, but these errors are also found highly dependent on geographical region. Additionally, we compared INSAT 660 nm AOD with two AERONET ground stations. The comparison of INSAT with different observations shows that the retrieved AOD is closer to the ground-based data than the MISR and MODIS AOD.
机译:本文旨在将INSAT-3D AOD与大陆地区的其他基于空间的观测结果进行比较。 2013年发射的INSAT-3D是印度先进的地球静止气象卫星,位于东经82°,可在陆地和海洋上以650海里观测气溶胶光学深度(AOD)。来自MODIS(Aqua和Terra)和MISR的3级每日AOD测量值与INSAT-3D进行了比较。这项工作适用于2015年的季风季节。将总体统计得分和系统误差进行比较,以表征各种误差源。我们的研究表明,不同的气溶胶观测值之间存在显着差异,这可能部分是由于检索算法,传感器配置和时间采样所致。对INSAT观测到的AOD的比较显示,对MISR和MODIS-Terra观测到的AOD的偏向要小于MODIS-Aqua。与陆地区域相比,INSAT对海洋区域的观测具有更好的相关性,最小偏差和均方根值。总体而言,数据集的平均偏差为±0.05,均方根误差为0.22,但这些误差也高度依赖于地理区域。此外,我们将INSAT 660 nm AOD与两个AERONET地面站进行了比较。 INSAT与不同观测值的比较表明,检索到的AOD比MISR和MODIS AOD更接近地面数据。

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