Hourly near-ground NO 2 concentration retrieval from geostationary satellite observations
Nitrogen dioxide (NO 2) is an important contributor to the formation of acid rain, photochemical smog and aerosol particles, which seriously endangers public health. At present, remote sensing of polar-orbiting satellites is a conventional means to obtain large-scale NO 2 distribution, but it cannot capture the rapid change because of long revisit periods. The Advanced Himawari Imager (AHI) on the Himawari-8 geostationary satellite has the advantage of high time resolution, which makes it possible to realize near-real-time atmospheric monitoring. Here, based on the absorption characteristics of NO 2 in infrared radiation, hourly near-surface NO 2 concentrations are retrieved based on the brightness temperature from AHI and auxiliary information such as meteorology and aerosol. The results of 10-fold cross-validation show that NO 2 estimations from satellite are in good agreement with in-situ measurements, and their determination coefficient (R 2) can reach 0.79. Due to different emission and atmospheric diffusion conditions at different time, the model performance presents a diurnal variation of high accuracy in the noon and afternoon but low accuracy in the morning. Based on the retrieval dataset, it is found that high NO 2 concentrations are mainly concentrated in the densely populated and industrial areas such as the North China area. In addition, NO 2 pollution mainly occurs in autumn and winter, and the average NO 2 concentration in winter is about 1.63 times that in summer in 2021. This study provides a new insight for satellite retrieval of NO 2, which is of great significance for real-time pollution monitoring and public health protection.
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