MOE Key Laboratory for Urban Transportation Complex Systems Theory and Technology, Beijing Jiaotong University, Beijing 100044, China.
MOE Key Laboratory for Urban Transportation Complex Systems Theory and Technology, Beijing Jiaotong University, Beijing 100044, China.
Sci Total Environ. 2019 Feb 15;651(Pt 1):1114-1125. doi: 10.1016/j.scitotenv.2018.09.219. Epub 2018 Sep 19.
In this paper, panel data models are established to examine the impacts of urban construction, transport facilities, and economic development on the urban air quality. Combined with data from different tiers of Chinese cities for two time series, 2010 and 2015, the variable-intercept model (VIM) is used to determine the parameters and significance of each independent variable. The marginal effects of different categories of independent variables (urbanization, transportation and economy) on the urban air quality are also studied with regard to the results of different VIMs. The results show that transportation factors (such as annual passenger trips, bus numbers and taxi numbers) have the most significant effects on the air quality for all the Chinese cities. Moreover, urbanized area and annual gross value of industrial output also have prominent impacts on the air quality across China. In addition, the marginal effects of the air quality index obtained via VIMs with classified local variables reflect that the influences of urbanization, transportation and economy on urban air quality are substantially different among different tiers of cities. Therefore, based on the findings, we propose measures to improve air quality for different tiers of cities, such as rational use of space resources, optimizing transport modes, and encouraging carpooling.
本文建立面板数据模型,考察城市建设、交通设施和经济发展对城市空气质量的影响。结合中国不同层次城市的两个时间序列(2010 年和 2015 年)的数据,采用变截距模型(VIM)确定各独立变量的参数和显著性。根据不同 VIM 的结果,研究了不同类别独立变量(城市化、交通和经济)对城市空气质量的边际效应。结果表明,交通因素(如年客运量、公共汽车数量和出租车数量)对所有中国城市的空气质量影响最大。此外,城市化地区和工业总产值也对中国的空气质量有显著影响。此外,通过分类局部变量的 VIM 获得的空气质量指数的边际效应反映出,城市化、交通和经济对城市空气质量的影响在不同层次的城市之间存在显著差异。因此,根据研究结果,我们为不同层次的城市提出了改善空气质量的措施,如合理利用空间资源、优化交通方式和鼓励拼车。