中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Spatial patterns of the diurnal variations of PM2.5 and their influencing factors across China

文献类型:期刊论文

作者Liu, Junli3; Wang, Siyuan4,5; Zhu, Kemin6; Hu, Jinghao2; Li, Runkui1,2; Song, Xianfeng1,2
刊名ATMOSPHERIC ENVIRONMENT
出版日期2024-02-01
卷号318页码:12
关键词Diurnal variation Air pollution Fine particulate matter Spatial analysis Meteorological factors
ISSN号1352-2310
DOI10.1016/j.atmosenv.2023.120215
通讯作者Li, Runkui(lirk@ucas.edu.cn)
英文摘要Air pollution, particularly PM2.5, is a significant public health concern in China and worldwide. The diurnal fluctuation feature of PM2.5 is a crucial factor influencing human exposure, but research on its spatiotemporal characteristics across China is limited. This study aims to explore the spatial patterns of diurnal variations in PM2.5 concentrations across China and identify the factors that influence them. We conducted a comprehensive study to investigate the diurnal range of PM2.5 concentration and meteorological factors from 1636 fixed monitoring sites in China from January 2015 to December 2021. We calculated the average diurnal variation of PM2.5 during different seasons at each site and explored the correlation between the diurnal variation of PM2.5 and various types of factors. The main influencing factors was identified by employing eXtreme Gradient Boosting (XGBoost) and SHapley Additive exPlanations (SHAP). Our spatial analysis revealed significant variations in both the mean concentration and diurnal range of PM2.5 across different regions in China. The main factors affecting the diurnal variation of PM2.5 include topographic factors such as elevation, meteorological factors such as temperature, air pressure, and dew point temperature, and socioeconomic factors such as industry and transportation. This study is beneficial for evidence-based policy decisions aimed at reducing air pollution and protecting public health.
WOS关键词PROVINCIAL CAPITAL CITIES ; AIR-QUALITY ; PARTICULATE MATTER ; REGIONAL TRANSPORT ; POLLUTANTS ; IMPACT ; EMISSIONS ; HAZE
资助项目National Natural Science Foundation of China[42301524] ; National Natural Science Foundation of China[42341206] ; National Natural Science Foundation of China[41771435] ; National Key Research and Development Program of China[2020YFC1807103] ; Fundamental Research Funds for the Central Universities[E3E40503X2]
WOS研究方向Environmental Sciences & Ecology ; Meteorology & Atmospheric Sciences
语种英语
WOS记录号WOS:001128460500001
出版者PERGAMON-ELSEVIER SCIENCE LTD
资助机构National Natural Science Foundation of China ; National Key Research and Development Program of China ; Fundamental Research Funds for the Central Universities
源URL[http://ir.igsnrr.ac.cn/handle/311030/201263]  
专题中国科学院地理科学与资源研究所
通讯作者Li, Runkui
作者单位1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China
2.Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China
3.Xidian Univ, Hangzhou Inst Technol, Hangzhou 311200, Peoples R China
4.Max Planck Inst Biogeochem, Jena, Germany
5.Tech Univ Dresden, Inst Photogrammetry & Remote Sensing, Dresden, Germany
6.Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen, Peoples R China
推荐引用方式
GB/T 7714
Liu, Junli,Wang, Siyuan,Zhu, Kemin,et al. Spatial patterns of the diurnal variations of PM2.5 and their influencing factors across China[J]. ATMOSPHERIC ENVIRONMENT,2024,318:12.
APA Liu, Junli,Wang, Siyuan,Zhu, Kemin,Hu, Jinghao,Li, Runkui,&Song, Xianfeng.(2024).Spatial patterns of the diurnal variations of PM2.5 and their influencing factors across China.ATMOSPHERIC ENVIRONMENT,318,12.
MLA Liu, Junli,et al."Spatial patterns of the diurnal variations of PM2.5 and their influencing factors across China".ATMOSPHERIC ENVIRONMENT 318(2024):12.

入库方式: OAI收割

来源:地理科学与资源研究所

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