The study investigated the spatiotemporal evolution of PM2.5 concentration in the Beijing-Tianjin-Hebei region and surrounding areas during 2015-2017, and then analyzed its socioeconomic determinants. First, an estimation model considering spatiotemporal heterogeneous relationships was developed to accurately estimate the spatial distribution of PM2.5 concentration. Additionally, socioeconomic determinants of PM2.5 concentration were analyzed using a spatial panel Dubin model, which aimed to improve the robustness of the model estimation. The results demonstrated that: (1) The proposed model significantly increased the estimation accuracy of PM2.5 concentration. The mean absolute error and root-mean-square error were 9.21 mu g/m(3) and 13.10 mu g/m(3), respectively. (2) PM2.5 concentration in the study area exhibited significant spatiotemporal changes. Although the PM2.5 concentration has declined year by year, it still exceeded national environmental air quality standards. (3) The per capita GDP, urbanization rate and number of industrial enterprises above the designated size were the key factors affecting the spatiotemporal distribution of PM2.5 concentration. This study provided scientific references for comprehensive PM2.5 pollution control in the study area.
机构:
Chinese Acad Sci, Inst Earth Environm, State Key Lab Loess & Quaternary Geol, Xian 710061, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Earth Environm, State Key Lab Loess & Quaternary Geol, Xian 710061, Peoples R China
Liu, Nanjian
Li, Song
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Guizhou Educ Univ, Sch Geog & Resources, Guiyang 550018, Peoples R China
Guizhou Prov Key Lab Geog State Monitoring, Guiyang 550018, Peoples R ChinaChinese Acad Sci, Inst Earth Environm, State Key Lab Loess & Quaternary Geol, Xian 710061, Peoples R China
Li, Song
Zhang, Fengtai
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Chongqing Univ Technol, Sch Management, Chongqing 400054, Peoples R ChinaChinese Acad Sci, Inst Earth Environm, State Key Lab Loess & Quaternary Geol, Xian 710061, Peoples R China
机构:
Xian Univ Finance & Econ, Western Collaborat Innovat Res Ctr Energy Econ & R, Xian 710100, Peoples R ChinaXian Univ Finance & Econ, Western Collaborat Innovat Res Ctr Energy Econ & R, Xian 710100, Peoples R China
Wang, Huiping
Ge, Qi
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Xian Univ Finance & Econ, Western Collaborat Innovat Res Ctr Energy Econ & R, Xian 710100, Peoples R ChinaXian Univ Finance & Econ, Western Collaborat Innovat Res Ctr Energy Econ & R, Xian 710100, Peoples R China
机构:
Harbin Normal Univ, Coll Geog Sci, Harbin 150025, Heilongjiang, Peoples R China
Harbin Normal Univ, Heilongjiang Prov Key Lab Geog Environm, Monitoring & Spatial Informat Serv Cold Reg, Harbin 150025, Heilongjiang, Peoples R ChinaHarbin Normal Univ, Coll Geog Sci, Harbin 150025, Heilongjiang, Peoples R China
Cheng, M. Y.
Zhang, H.
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Harbin Normal Univ, Coll Geog Sci, Harbin 150025, Heilongjiang, Peoples R ChinaHarbin Normal Univ, Coll Geog Sci, Harbin 150025, Heilongjiang, Peoples R China
Zhang, H.
Wan, L. H.
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Harbin Normal Univ, Coll Geog Sci, Harbin 150025, Heilongjiang, Peoples R China
Harbin Normal Univ, Heilongjiang Prov Key Lab Geog Environm, Monitoring & Spatial Informat Serv Cold Reg, Harbin 150025, Heilongjiang, Peoples R ChinaHarbin Normal Univ, Coll Geog Sci, Harbin 150025, Heilongjiang, Peoples R China