Comparison of Aerosol Optical Depth Products from Multi-Satellites over Densely Populated Cities of Pakistan

F. Butt, M. Shahzad, Seemab Khalid, Nadeem Iqbal, A. Rasheed, G. Raza
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引用次数: 5

Abstract

Air pollution in Pakistan is causing damage to health, environment and quality of life. Air pollution in Pakistan is not effectively monitored due to heavy cost involved in setting up ground stations. However, Satellite remote sensing can effectively monitor the air pollution in terms of Aerosol Optical Depth (AOD) at regional as well as global level. However, algorithms used to derive AOD from different sensors have some inherited differences which can pose challenges in monitoring regional AOD at high temporal resolution using more than one sensor. Therefore, this study focuses on comparison of four major satellite based AOD products namely Moderate Resolution Imaging SpectroRadiometer (MODIS), Multi-angle Imaging SpectroRadiometer (MISR), Ozone Monitoring Instrument multiwavelength (OMI) aerosol product and Cloud-Aerosol Lidar and Infrared Pathfinder Satellite Observation (CALIPSO) with the ground based AErosol RObotic NETwork (AERONET) AOD which is only available from Lahore and Karachi in Pakistan. The correlation of various AOD products with AERONET AOD is estimated statistically through coefficient of determination (R2), Root Mean Square Error (RMSE), slope and intercept. It is noticed that MODIS is relatively accurate and reliable for monitoring air quality on operational bases over the land cover area of Lahore (R2= 0.78; RMSE = 0.18 ), whereas MISR over the coastal areas of Karachi (R2= 0.82; RMSE = 0.20 ). The results of the study will help the stakeholders in planning additional ground stations for operational monitoring of air quality at regional level.
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巴基斯坦人口稠密城市上空多卫星气溶胶光学深度产物的比较
巴基斯坦的空气污染正在对健康、环境和生活质量造成损害。由于建立地面站的费用高昂,巴基斯坦的空气污染没有得到有效监测。然而,卫星遥感可以在区域和全球层面上有效地监测大气污染的气溶胶光学深度(AOD)。然而,用于从不同传感器获取AOD的算法存在一些遗传差异,这对使用多个传感器在高时间分辨率下监测区域AOD构成了挑战。因此,本研究重点比较了四种主要的卫星AOD产品,即中分辨率成像光谱仪(MODIS)、多角度成像光谱仪(MISR)、臭氧监测仪器多波长(OMI)气溶胶产品和云气溶胶激光雷达和红外探路者卫星观测(CALIPSO)与地面气溶胶机器人网络(AERONET) AOD的对比,后者仅在巴基斯坦拉合尔和卡拉奇提供。通过决定系数(R2)、均方根误差(RMSE)、斜率和截距统计估计各AOD产品与AERONET AOD的相关性。值得注意的是,MODIS在拉合尔陆地覆盖区域的作战基地监测空气质量是相对准确和可靠的(R2= 0.78;RMSE = 0.18),而卡拉奇沿海地区的MISR (R2= 0.82;Rmse = 0.20)。研究结果将有助有关人士规划更多地面站,以便在区域一级监测空气质素。
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International Letters of Natural Sciences
International Letters of Natural Sciences MULTIDISCIPLINARY SCIENCES-
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