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DOI | 10.1016/j.apr.2024.102163 |
The heterogeneous air pollution response to shrunk socio-economic activities in 28 major northern cities of China | |
Wang, Shimeng; Mei, Yuanyuan; Pei, Zixuan; Zhang, Yahui; Wang, Junfeng | |
发表日期 | 2024 |
ISSN | 1309-1042 |
起始页码 | 15 |
结束页码 | 8 |
卷号 | 15期号:8 |
英文摘要 | Heterogeneity in air quality response to implemented measures is apparent in many studies, yet the role of regional socio-economic features in the response mechanism remains unclear. This study uses empirical method to identify the direct impact of socio-economic factors on the response to interventions of economy. We constructed a counterfactual model using machine learning methods to quantitatively assess dynamic changes in air pollution based on multiple socio-economic drivers. We find that economy interventions have indeed had an apparent but temporary impact on air quality in northern China. NO2 concentrations decreased by 45.98%, 22.81%, and 0.2%, respectively, at different policy stages, while PM2.5 decreased by 38.66%, 21.63%, and 3.62%, respectively, on average. In contrast, O3 increased by 18.62% and then returned to normal levels. We also find the heterogeneous effect of air pollutants on human activity restrictions in cities with hierarchical socioeconomic backgrounds. Highly industrialized cities face greater difficulties in reducing emissions, and cities with a higher urbanization rate may have a more urgent need to take action on O3 governance. Factors such as regional economic development level, industrial structure and urbanization should be considered as important indicators in the development of hierarchical environmental control policies. Our results shed light on the dynamic changes in air pollution due to reduced socio-economic activities, and the heterogeneity between cities should be taken into account when formulating future policies in response to major events and climate change. |
英文关键词 | Air quality; Weather normalization; Socio-economic big data; Heterogeneous effect; Spring festival effect |
语种 | 英语 |
WOS研究方向 | Environmental Sciences & Ecology |
WOS类目 | Environmental Sciences |
WOS记录号 | WOS:001238362100001 |
来源期刊 | ATMOSPHERIC POLLUTION RESEARCH
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/298880 |
作者单位 | Nankai University |
推荐引用方式 GB/T 7714 | Wang, Shimeng,Mei, Yuanyuan,Pei, Zixuan,et al. The heterogeneous air pollution response to shrunk socio-economic activities in 28 major northern cities of China[J],2024,15(8). |
APA | Wang, Shimeng,Mei, Yuanyuan,Pei, Zixuan,Zhang, Yahui,&Wang, Junfeng.(2024).The heterogeneous air pollution response to shrunk socio-economic activities in 28 major northern cities of China.ATMOSPHERIC POLLUTION RESEARCH,15(8). |
MLA | Wang, Shimeng,et al."The heterogeneous air pollution response to shrunk socio-economic activities in 28 major northern cities of China".ATMOSPHERIC POLLUTION RESEARCH 15.8(2024). |
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