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http://dx.doi.org/10.5572/ajae.2017.11.3.194

A Spatial Analysis of the Causal Factors Influencing China's Air Pollution  

Kim, Yoomi (Seoul National University Asia Center, Seoul National University)
Tanaka, Katsuya (Research Center for Sustainability and Environment, Shiga University)
Zhang, Xinxin (Former Graduate Student, Shiga University)
Publication Information
Asian Journal of Atmospheric Environment / v.11, no.3, 2017 , pp. 194-201 More about this Journal
Abstract
This study investigates the factors that affect China's air pollution using city-level panel data and spatial econometric models. We address three air pollutants ($PM_{10}$, $SO_2$, and $NO_2$) present in 30 cities in China between 2004-2012 using global OLS and spatial models. To develop the spatial econometric analysis, we create a spatial weights matrix to define spatial patterns based on two neighborhood criteria - the queen contiguity and k nearest neighbors. The results show that the estimated coefficients are relatively consistent across different spatial weight criteria. The OLS models indicate that the effect of green spaces is statistically significant in decreasing the concentrations of all air pollutants. In the $PM_{10}$ and $SO_2$ analyses, the OLS models find that the number of buses and population density are also positively related to a reduction in the concentration of air pollutants. In addition, an increase in the temperature and the presence of secondary industries increase $SO_2$ and $NO_2$ concentrations, respectively. All spatial models capture a positive and significant effect of green spaces on reducing the concentration of each air pollutant. Our results suggest that green spaces in cities should receive priority consideration in local planning aimed at sustainable development. Furthermore, policymakers need to be able to discern the differences among pollutants when establishing environmental policies.
Keywords
Air pollution; China; City-level panel data; Green space; Spatial analysis;
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1 He, K., Yang, F., Ma, Y., Zhang, Q., Yao, X., Chan, C.K., Cadle, S., Chan, T., Mulawa, P. (2001) The characteristics of $PM_{2.5}$ in Beijing, China. Atmospheric Environment 35(29), 4959-4970.   DOI
2 Holman, C. (1999) Sources of air pollution. In Air Pollution and Health (Holgate, S.T., Samet, J.M., Koren H.S., Maynard, R.L., Eds.), Academic Press, London, pp. 115-148.
3 Huang, L., Yan, L., Wu, J. (2016) Assessing urban sustainability of Chinese megacities: 35 years after the economic reform and open-door policy. Landscape and Urban Planning 145, 57-70.   DOI
4 Jim, C.Y., Chen, W.Y. (2008) Assessing the ecosystem service of air pollutant removal by urban trees in Guangzhou (China). Journal of Environmental Management 88(4), 665-676.   DOI
5 Krzyzanowski, M., Kuna-Dibbert, B., Schneider, J., Eds. (2005) Health Effects of Transport-related Air Pollution. The Regional Office for Europe of the World Health Organization, Copenhagen.
6 LeSage, J., Pace, R.K. (2009) Introduction to Spatial Econometrics. Chapman & Hall/CRC Press, Boca Raton, Florida.
7 Makhelouf, A. (2009) The effect of green spaces on urban climate and pollution. Iranian Journal of Environmental Health Science & Engineering 6(1), 35-40.
8 Millo, G., Piras, G. (2012) splm: Spatial panel data models in R. Journal of Statistical Software 47(1), 1-38.
9 Bivand, R.S., Pebesma, E.J., Gomez-Rubio, V. (2008) Applied Spatial Data Analysis with R. Springer, New York.
10 Chan, C.K., Yao, X. (2008) Air pollution in mega cities in China. Atmospheric Environment 42(1), 1-42.   DOI
11 Chen, L. (2013) Spatial econometric analysis of regional economic structure and air quality. In 2013 6th International Conference on Information Management, Innovation Management and Industrial Engineering (Conference Proceedings, Vol. 2), IEEE, New York, pp. 416-419.
12 Editorial Board of China Agriculture Yearbook (2005-2013) China Agriculture Yearbook 2005-2015. China Agriculture Press, Beijing.
13 Fischer, M.M., Getis, A. (Eds.) (2009) Handbook of Applied Spatial Analysis: Software Tools, Methods and Applications. Springer, Heidelberg.
14 Hao, J., Wang, L. (2005) Improving urban air quality in China: Beijing case study. Journal of the Air & Waste Management Association 55(9), 1298-1305.   DOI
15 Ostro, B., Tobias, A., Querol, X., Alastuey, A., Amato, F.,Pey, J., Pérez, N., Sunyer, J. (2011) The effects of particulatematter sources on daily mortality: a case-crossover study of Barcelona, Spain. EnvironmentalHealth Perspectives 119(12), 1781-1787.   DOI
16 Ministry of Environmental Protection of the People's Republic of China (2016) Ambient air quality standards. [electronic version] http://english.sepa.gov.cn/Resources/standards/Air_Environment/quality_standard1/201605/t20160511_337502.shtml (last accessed March 14, 2017).
17 National Bureau of Statistics of China (2005-2013) China Statistical Yearbook 2005-2013. China Statistics Press, Beijing. [electronic version] http://www.stats.gov.cn/english/Statisticaldata/AnnualData/ (last accessed March 14, 2017).
18 He, K., Huo, H., Zhang, Q. (2002) Urban air pollution in China: current status, characteristics, and progress. Annual Review of Energy and the Environment 27(1), 397-431.   DOI
19 National Bureau of Statistics of China (2005-2014a) China Statistical Yearbook on Environment 2005-2014. China Statistics Press, Beijing.
20 National Bureau of Statistics of China (2005-2014b) China City Statistical Yearbook 2005-China City Statistical Yearbook 2014. China Statistics Press, Beijing.
21 Shao, M., Tang, X., Zhang, Y., Li, W. (2006) City clusters in China: air and surface water pollution. Frontiers in Ecology and the Environment 4(7), 353-361.   DOI
22 Tang, D., Li, L., Yang, Y. (2016) Spatial econometric model analysis of foreign direct investment and haze pollution in China. Polish Journal of Environmental Studies 25(1), 317-324.   DOI
23 Tiwari, S., Chate, D.M., Srivastava, M.K., Safai, P.D., Srivastava, A.K., Bisht, D.S., Padmanabhamurty, B. (2012) Statistical evaluation of $PM_{10}$ and distribution of $PM_1$, $PM_{2.5}$, and $PM_{10}$ in ambient air due to extreme fireworks episodes (Deepawali festivals) in megacity Delhi. Natural Hazards 61(2), 521-531.   DOI
24 Wu, J., Xiang, W.-N., Zhao, J. (2014) Urban ecology in China: historical developments and future directions. Landscape and Urban Planning 125, 222-233.   DOI
25 Wang, L., Jang, C., Zhang, Y., Wang, K., Zhang, Q., Streets, D., Fu, J., Lei, Y., Schreifels, J., He, K., Hao, J., Lam, Y., Lin, J., Meskhidze, N., Voorhees, S., Evarts, D., Phillips, S. (2010) Assessment of air quality benefits from national air pollution control policies in China. Part II: Evaluation of air quality predictions and air quality benefits assessment. Atmospheric Environment 44(28), 3449-3457.   DOI
26 Wang, S., Hao, J. (2012) Air quality management in China: issues, challenges, and options. Journal of Environmental Sciences 24(1), 2-13.   DOI
27 Wang, X., Westerdahl, D., Chen, L.C., Wu, Y., Hao, J., Pan, X., Guo, X., Zhang, K.M. (2009) Evaluating the air quality impacts of the 2008 Beijing Olympic Games: on-road emission factors and black carbon profiles. Atmospheric Environment 43(30), 4535-4543.   DOI
28 Wolff, H., Perry, L. (2010) Policy monitor: trends in clean air legislation in Europe: particulate matter and low emission zones. Review of Environmental Economics and Policy 4(2), 293-308.   DOI
29 World Bank (2016) World Development Indicators [database]. http://databank.worldbank.org/data/reports.aspx?source=world-development-indicators (last accessed March 14, 2017).
30 Xiao, G., Xu, C., Wang, J., Yang, D., Wang, L. (2014) Spatial-temporal pattern and risk factor analysis of bacillary dysentery in the Beijing-Tianjin-Tangshan urban region of China. BMC Public Health 14(998), 1-8.   DOI
31 Xu, P., Chen, Y., Ye, X. (2013) Haze, air pollution, and health in China. The Lancet 382(9910), 2067.   DOI
32 Zhang, K.-M., Wen, Z.-G. (2008) Review and challenges of policies of environmental protection and sustainable development in China. Journal of Environmental Management 88(4), 1249-1261.   DOI
33 Zhao, X., Burnett, J.W., Fletcher, J.J. (2014) Spatial analysis of China province-level $CO_2$ emission intensity. Renewable and Sustainable Energy Reviews 33, 1-10.   DOI