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

Sumit Kumar, J. George, M. N. R. Sreevathsa, S. Indira Rani
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引用次数: 3

Abstract

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.
印度地区INSAT-3D AOD与卫星和地面测量数据的比较:数据同化视角
本文的目的是将INSAT-3D AOD与其他大陆区域的天基观测进行比较。INSAT-3D是印度于2013年发射的一颗先进的地球同步气象卫星,位于东经82°,提供陆地和海洋650纳米的气溶胶光学深度(AOD)观测。MODIS (Aqua和Terra)和MISR的3级每日AOD测量值用于与INSAT-3D的测量值进行比较。这项工作应用于2015年季风前季节。总体统计分数和系统误差进行比较,以表征各种误差来源。我们的研究表明,不同气溶胶观测值之间存在显著差异,这可能部分归因于检索算法,传感器配置和时间采样。比较INSAT观测到的AOD,与MODIS-Aqua相比,MISR和MODIS-Terra观测到的AOD偏差较小。INSAT在海洋区域的观测结果具有较好的相关性、最小偏置和均方根误差。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与不同观测数据的对比表明,反演的AOD比MISR和MODIS AOD更接近地面数据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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