观测角度变化对卫星反演气溶胶光学深度的影响

Lijuan Chen, Ren Wang, Jiamei Han, Y. Zha
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引用次数: 1

摘要

多角度传感器可以在不同视点方向上进行地面观测,为获取更全面、详细的遥感信息提供了重要的技术手段。利用2016-2018年长三角地区多角度成像光谱辐射计(MISR)数据,探讨了角度变化对卫星气溶胶光学深度(AOD)反演的影响。利用MODIS V5.2算法确定的中分辨率成像光谱仪(MODIS)表面反射率和MODIS BRDF数据,将MODIS与MISR进行光谱转换,得到MISR不同角度的表面反射率,然后根据MISR不同角度的表面反射率反演不同角度的MISR AOD。此外,基于全球气溶胶机器人网络(AERONET)地面观测数据,分析了不同角度MISR遥感数据反演AOD的误差及其形成机制。我们采用相关系数(R)、显著性水平(P值)、平均绝对误差(MAE)、平均相对误差(MRE)、均方根误差(RMSE)和相对平均偏差(RMB) 6个指标,并采用AERONET AOD对MISR AOD进行验证。结果表明:太湖站和徐州站的R值最高,分别为0.81 (Aa AOD)和0.75 (An AOD), RMSE最小,分别为0.11 (Aa AOD)和0.20 (An AOD);不正确的表面反射率测量是MISR AOD反演中产生角度效应的根本原因。在表面反射率偏差相同的情况下,MISR观测角度越大,反演的MISR AOD与AERONET观测的AOD越接近。前向观测角度的AOD检索比后向观测角度的AOD检索更接近AERONET AOD,且在垂直角度(最低点)处检索误差最大。因此,垂直地面观测的传感器不适合用于AOD检索,而非垂直方向尤其是向前地面的传感器更有利于MISR AOD检索。
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Influence of observation angle change on satellite retrieval of aerosol optical depth
Abstract Use of multi-angle sensors, which can perform ground observations in different view directions, provides an important technical means to acquire more comprehensive and detailed remote sensing information. This study explored the effect of angle changes on satellite-based aerosol optical depth (AOD) retrieval using 2016–2018 Multi-angle Imaging SpectroRadiometer (MISR) data in the Yangtze River Delta. The Moderate resolution Imaging Spectroradiometer (MODIS) surface reflectance determined by the MODIS V5.2 algorithm and MODIS BRDF data are used to obtain MISR surface reflectance at different angles after a spectral conversion between MODIS and MISR, and then MISR AOD with different angles were retrieved based on the MISR surface reflectance at different angles. Moreover, the errors and their formation mechanism in retrieving AOD using MISR remote sensing data at different angles were analyzed based on the Global Aerosol Robotic Network (AERONET) ground observations. We used six indicators, including correlation coefficient (R), significant level (P value), mean absolute error (MAE), mean relative error (MRE) root mean square error (RMSE) and relative mean bias (RMB), and AERONET AOD is used to verify the MISR AOD. The results show that at Taihu and Xuzhou stations, the highest R values are 0.81 (Aa AOD) and 0.75 (An AOD), and the minimum RMSE values at Taihu and Xuzhou-CUMT stations are 0.11 (Aa AOD) and 0.20 (An AOD), respectively. Incorrect surface reflectance measurement is the root cause of the angle effect in MISR AOD retrieval. With the same surface reflectance deviation, the larger the MISR observation angle, the closer the retrieved MISR AOD is to the AOD observed by AERONET. The AOD retrieval of the forward observation angle is closer to AERONET AOD than that of backward observation angle, and the retrieved error is greatest at the vertical angle (nadir). Therefore, sensors for vertical ground observation are not suitable for AOD retrieval, and sensors in non-vertical directions, especially forward to the ground, are more favorable to MISR AOD retrieval.
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