Changes in spatial patterns of PM pollution in China 2000-2018: Impact of clean air policies.

To improve air quality, China has been implementing strict clean air policies since 2013. These policies not only substantially improved air quality but may also modify the spatial distribution of air pollution, since urban emission sources were under stricter control and some were moved to rural regions with lower air quality improvement targets and lacking of monitoring. Here, we predicted satellite-based monthly PM concentrations during 2000-2018 at a 1-km resolution with complete spatial-temporal coverage to analyze changes in the spatial pattern of PM pollution in China. We found that the PM concentration in urban regions was higher than that in rural regions of the same city by an average of 3.3 μg/m during 2000-2018. This urban-rural disparity in PM concentration significantly increased from 2.5 μg/m in 2000 and peaked in 2007 of 3.8 μg/m, then it sharply declined by 49% during 2013-2018 with the implementation of clean air policies. This shrinkage in the urban-rural PM gap was partly due to the 1.3 μg/m greater average decrease in the PM level in the urban region than in the rural region of the same town during 2013-2018 on average. We also observed that cities that started monitoring earlier experienced greater decreases in the urban-rural PM difference, and regions surrounding monitor showed significantly greater PM decrease than regions far away from monitor during 2013-2018. Additionally, clean air policies modified the relationship between PM concentrations and per capita gross domestic product (GDP), leading to a lower PM level with the same per capita GDP after 2013. Emissions in rural and suburban regions should be considered to further improve air quality in China.