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MODIS 气溶胶光学特性在北非上空的精度评估和气候学研究。

Accuracy assessment and climatology of MODIS aerosol optical properties over North Africa.

机构信息

Key Laboratory for Aerosol-Cloud-Precipitation of China Meteorological Administration/Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters (CIC-FEMD), Nanjing University of Information Science & Technology, Nanjing, China.

Department of Physics, Wollo University, P.O. Box 1145, Dessie, Ethiopia.

出版信息

Environ Sci Pollut Res Int. 2023 Jan;30(5):13449-13468. doi: 10.1007/s11356-022-22997-8. Epub 2022 Sep 21.

Abstract

In this study, the aerosol optical depth (AOD) from the Moderate Resolution Imaging Spectroradiometer (MODIS) Collection 6.1 (C6.1) product was compared with ground-based measurements at five sites of the Aerosol Robotic Network (AERONET) in North Africa. The MODIS AOD showed a good correlation coefficient of ~0.78, a very small mean bias error of 0.009, and a root mean square error of 0.126 with AERONET. The Dark Target/Deep Blue (DT/DB) algorithm showed better performance at low aerosol loading while underestimating AOD at higher aerosol loading, mainly for coarse-dominated aerosol types. This work also showed the benefits of using MODIS retrievals as a reliable data source for aerosols and providing a long-term aerosol type classification. The primary aerosol type is dust emitted from the Sahara Desert, and the dusty atmosphere becomes gradually mixed with pollution aerosols approaching the coastal region. The annual mean MODIS AOD at 550 nm and Ångström exponent at 412-650 nm (AE) ranged from 0.17 to 0.45 and from 0.13 to 1.25, respectively, in Algeria between 2001 and 2019. Lower AOD (< 0.22) and higher AE (> 1) were found in the northern region, while the highest AOD (0.35 to 0.45) and the lowest AE (< 0.25) were observed over the Tanezrouft desert in southern Algeria. The seasonal mean AOD was highest in summer, while the lowest was in winter due to very high easterly and northeasterly Harmattan surface wind over Zone of Chotts and the Tidikelt Depression, respectively. The negative AOD trends observed over Algeria could be partially connected to the decline (increase) in surface (850 hPa) winds over potential dust source areas in southern Algeria.

摘要

在这项研究中,将中等分辨率成像光谱仪(MODIS)收集 6.1 版(C6.1)产品的气溶胶光学深度(AOD)与北非五个气溶胶自动网络(AERONET)站点的地面测量值进行了比较。MODIS AOD 与 AERONET 的相关系数约为 0.78,平均偏差误差非常小,为 0.009,均方根误差为 0.126。暗目标/深蓝天(DT/DB)算法在低气溶胶负荷下表现更好,而在高气溶胶负荷下低估了 AOD,主要是因为粗颗粒主导的气溶胶类型。这项工作还表明,使用 MODIS 反演作为可靠的气溶胶数据源并提供长期的气溶胶类型分类具有益处。主要气溶胶类型是撒哈拉沙漠发出的灰尘,充满灰尘的大气在接近沿海地区时逐渐与污染气溶胶混合。2001 年至 2019 年期间,阿尔及利亚的 MODIS 在 550nm 处的年均 AOD 和在 412-650nm 处的 Ångström 指数(AE)的范围分别为 0.17 至 0.45 和 0.13 至 1.25。在北部地区发现了较低的 AOD(<0.22)和较高的 AE(>1),而在南部阿尔及利亚的 Tanezrouft 沙漠观测到了最高的 AOD(0.35 至 0.45)和最低的 AE(<0.25)。由于哈马丹东部和东北风在 Zone of Chotts 和 Tidikelt 洼地的风速非常高,因此夏季的季节性平均 AOD 最高,冬季最低。在阿尔及利亚观测到的 AOD 负趋势可能部分与南部阿尔及利亚潜在灰尘源地区的地表(850hPa)风速下降(上升)有关。

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