IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v11y2019i4p1201-d208715.html
   My bibliography  Save this article

Spatiotemporal Features and Socioeconomic Drivers of PM 2.5 Concentrations in China

Author

Listed:
  • Deshan Li

    (College of Economics, Shanxi University of Finance and Economics, Taiyuan 030006, China)

  • Yanfen Zhao

    (Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi 830011, China)

  • Rongwei Wu

    (Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi 830011, China)

  • Jiefang Dong

    (Department of culture and tourism, Yuncheng University, Yuncheng 044000, China)

Abstract

Fine particulate matter (PM 2.5 ) has been an important environmental issue because it can seriously harm human health and can adversely affect the economy. It poses a problem worldwide and especially in China. Based on data of PM 2.5 concentration and night light data, both collected from satellite remote sensing during 1998–2013 in China, we identify the socio-economic determinants of PM 2.5 pollution by taking into account the spatial flow and diffusion of regional pollutants. Our results show PM 2.5 pollution displays the remarkable feature of spatial agglomeration. High concentrations of PM 2.5 are mainly found in Eastern China (including Shandong, Jiangsu, and Anhui provinces) and the Jing-Jin-Ji Area region in the north of China (including Beijing, Tianjin, and Hebei provinces) as well as in the Henan provinces in central China. There is a significant positive spatial spillover effect of PM 2.5 pollution, so that an increase in PM 2.5 concentration in one region contributes to an increase in neighboring regions. Whether using per capita GDP or nighttime lighting indicators, there is a significant N-shaped curve that relates PM 2.5 concentration and economic growth. Population density, industrial structure, and energy consumption have distinct impacts on PM 2.5 pollution, while urbanization is negative correlated with PM 2.5 emissions. As a result, policies to strengthen regional joint prevention and control, implement cleaner manufacturing techniques, and reduce dependence on fossil fuels should be considered by policy makers for mitigating PM 2.5 pollution.

Suggested Citation

  • Deshan Li & Yanfen Zhao & Rongwei Wu & Jiefang Dong, 2019. "Spatiotemporal Features and Socioeconomic Drivers of PM 2.5 Concentrations in China," Sustainability, MDPI, vol. 11(4), pages 1-18, February.
  • Handle: RePEc:gam:jsusta:v:11:y:2019:i:4:p:1201-:d:208715
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/11/4/1201/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/11/4/1201/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. anonymous, 1995. "Does the bouncing ball lead to economic growth?," Regional Update, Federal Reserve Bank of Atlanta, issue Jul, pages 1-2,4-6.
    2. Chuanglin Fang & Haimeng Liu & Guangdong Li & Dongqi Sun & Zhuang Miao, 2015. "Estimating the Impact of Urbanization on Air Quality in China Using Spatial Regression Models," Sustainability, MDPI, vol. 7(11), pages 1-23, November.
    3. Sutton, Paul C. & Costanza, Robert, 2002. "Global estimates of market and non-market values derived from nighttime satellite imagery, land cover, and ecosystem service valuation," Ecological Economics, Elsevier, vol. 41(3), pages 509-527, June.
    4. Zhang, Xin & Zhang, Xiaobo & Chen, Xi, 2017. "Happiness in the air: How does a dirty sky affect mental health and subjective well-being?," Journal of Environmental Economics and Management, Elsevier, vol. 85(C), pages 81-94.
    5. Muhammad Shahbaz & Smile Dube & Ilhan Ozturk & Abdul Jalil, 2015. "Testing the Environmental Kuznets Curve Hypothesis in Portugal," International Journal of Energy Economics and Policy, Econjournals, vol. 5(2), pages 475-481.
    6. Fodha, Mouez & Zaghdoud, Oussama, 2010. "Economic growth and pollutant emissions in Tunisia: An empirical analysis of the environmental Kuznets curve," Energy Policy, Elsevier, vol. 38(2), pages 1150-1156, February.
    7. J. Vernon Henderson & Adam Storeygard & David N. Weil, 2012. "Measuring Economic Growth from Outer Space," American Economic Review, American Economic Association, vol. 102(2), pages 994-1028, April.
    8. Ben Nasr, Adnen & Gupta, Rangan & Sato, João Ricardo, 2015. "Is there an Environmental Kuznets Curve for South Africa? A co-summability approach using a century of data," Energy Economics, Elsevier, vol. 52(PA), pages 136-141.
    9. Nasir, Muhammad & Ur Rehman, Faiz, 2011. "Environmental Kuznets Curve for carbon emissions in Pakistan: An empirical investigation," Energy Policy, Elsevier, vol. 39(3), pages 1857-1864, March.
    10. Khan, Syed Abdul Rehman & Zaman, Khalid & Zhang, Yu, 2016. "The relationship between energy-resource depletion, climate change, health resources and the environmental Kuznets curve: Evidence from the panel of selected developed countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 468-477.
    11. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    12. Harry X. Wu, 2007. "The Chinese GDP Growth Rate Puzzle: How Fast Has the Chinese Economy Grown?," Asian Economic Papers, MIT Press, vol. 6(1), pages 1-23, Winter.
    13. Lau, Lin-Sea & Choong, Chee-Keong & Eng, Yoke-Kee, 2014. "Investigation of the environmental Kuznets curve for carbon emissions in Malaysia: Do foreign direct investment and trade matter?," Energy Policy, Elsevier, vol. 68(C), pages 490-497.
    14. Anselin, Luc & Bera, Anil K. & Florax, Raymond & Yoon, Mann J., 1996. "Simple diagnostic tests for spatial dependence," Regional Science and Urban Economics, Elsevier, vol. 26(1), pages 77-104, February.
    15. Kivyiro, Pendo & Arminen, Heli, 2014. "Carbon dioxide emissions, energy consumption, economic growth, and foreign direct investment: Causality analysis for Sub-Saharan Africa," Energy, Elsevier, vol. 74(C), pages 595-606.
    16. Bölük, Gülden & Mert, Mehmet, 2015. "The renewable energy, growth and environmental Kuznets curve in Turkey: An ARDL approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 587-595.
    17. Yuan Wang & Renyi Zhang & R. Saravanan, 2014. "Asian pollution climatically modulates mid-latitude cyclones following hierarchical modelling and observational analysis," Nature Communications, Nature, vol. 5(1), pages 1-7, May.
    18. Liddle, Brantley, 2015. "What Are the Carbon Emissions Elasticities for Income and Population? Bridging STIRPAT and EKC via robust heterogeneous panel estimates," MPRA Paper 61304, University Library of Munich, Germany.
    19. J. Lelieveld & J. S. Evans & M. Fnais & D. Giannadaki & A. Pozzer, 2015. "The contribution of outdoor air pollution sources to premature mortality on a global scale," Nature, Nature, vol. 525(7569), pages 367-371, September.
    20. AkbostancI, Elif & Türüt-AsIk, Serap & Tunç, G. Ipek, 2009. "The relationship between income and environment in Turkey: Is there an environmental Kuznets curve?," Energy Policy, Elsevier, vol. 37(3), pages 861-867, March.
    21. Fosten, Jack & Morley, Bruce & Taylor, Tim, 2012. "Dynamic misspecification in the environmental Kuznets curve: Evidence from CO2 and SO2 emissions in the United Kingdom," Ecological Economics, Elsevier, vol. 76(C), pages 25-33.
    22. Wang, Yuan & Zhang, Chen & Lu, Aitong & Li, Li & He, Yanmin & ToJo, Junji & Zhu, Xiaodong, 2017. "A disaggregated analysis of the environmental Kuznets curve for industrial CO2 emissions in China," Applied Energy, Elsevier, vol. 190(C), pages 172-180.
    23. Brajer, Victor & Mead, Robert W. & Xiao, Feng, 2011. "Searching for an Environmental Kuznets Curve in China's air pollution," China Economic Review, Elsevier, vol. 22(3), pages 383-397, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Aslan, Alper & Destek, Mehmet Akif & Okumus, İlyas, 2017. "Sectoral carbon emissions and economic growth in the US: Further evidence from rolling window estimation method," MPRA Paper 106961, University Library of Munich, Germany.
    2. Muhammad Shahbaz & Avik Sinha, 2019. "Environmental Kuznets curve for CO2emissions: a literature survey," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 46(1), pages 106-168, January.
    3. Shahbaz, Muhammad & Sinha, Avik, 2019. "Environmental Kuznets Curve for CO2 emission: A survey of empirical literature," MPRA Paper 100257, University Library of Munich, Germany, revised 2019.
    4. Shahbaz, Muhammad & Nasir, Muhammad Ali & Roubaud, David, 2018. "Environmental degradation in France: The effects of FDI, financial development, and energy innovations," Energy Economics, Elsevier, vol. 74(C), pages 843-857.
    5. Tiba, Sofien & Omri, Anis, 2017. "Literature survey on the relationships between energy, environment and economic growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 1129-1146.
    6. Sofien Tiba & Mohamed Frikha, 2020. "EKC and Macroeconomics Aspects of Well-being: a Critical Vision for a Sustainable Future," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 11(3), pages 1171-1197, September.
    7. Sofien, Tiba & Omri, Anis, 2016. "Literature survey on the relationships between energy variables, environment and economic growth," MPRA Paper 82555, University Library of Munich, Germany, revised 14 Sep 2016.
    8. Mohamed Abdouli & Sami Hammami, 2017. "Economic growth, FDI inflows and their impact on the environment: an empirical study for the MENA countries," Quality & Quantity: International Journal of Methodology, Springer, vol. 51(1), pages 121-146, January.
    9. Mehmet Akif, Destek & Muhammad, Shahbaz & Ilyas, Okumus & Shawkat, Hammoudeh & Avik, Sinha, 2020. "The relationship between economic growth and carbon emissions in G-7 countries: evidence from time-varying parameters with a long history," MPRA Paper 100514, University Library of Munich, Germany, revised Apr 2020.
    10. Shahbaz, Muhammad & Haouas, Ilham & Hoang, Thi Hong Van, 2019. "Economic growth and environmental degradation in Vietnam: Is the environmental Kuznets curve a complete picture?," Emerging Markets Review, Elsevier, vol. 38(C), pages 197-218.
    11. Priscilla Massa-Sánchez & Luis Quintana-Romero & Ronny Correa-Quezada & María de la Cruz del Río-Rama, 2020. "Empirical Evidence in Ecuador between Economic Growth and Environmental Deterioration," Sustainability, MDPI, vol. 12(3), pages 1-20, January.
    12. Yanli Ji & Jie Xue, 2022. "Decoupling Effect of County Carbon Emissions and Economic Growth in China: Empirical Evidence from Jiangsu Province," IJERPH, MDPI, vol. 19(6), pages 1-22, March.
    13. Anh-Tu Nguyen & Shih-Hao Lu & Phuc Thanh Thien Nguyen, 2021. "Validating and Forecasting Carbon Emissions in the Framework of the Environmental Kuznets Curve: The Case of Vietnam," Energies, MDPI, vol. 14(11), pages 1-38, May.
    14. Shahbaz, Muhammad & Shahzad, Syed Jawad Hussain & Ahmad, Nawaz & Alam, Shaista, 2016. "Financial development and environmental quality: The way forward," Energy Policy, Elsevier, vol. 98(C), pages 353-364.
    15. Muhammad Bilal Khan & Hummera Saleem & Malik Shahzad Shabbir & Xie Huobao, 2022. "The effects of globalization, energy consumption and economic growth on carbon dioxide emissions in South Asian countries," Energy & Environment, , vol. 33(1), pages 107-134, February.
    16. Ben Youssef, Adel & Hammoudeh, Shawkat & Omri, Anis, 2016. "Simultaneity modeling analysis of the environmental Kuznets curve hypothesis," Energy Economics, Elsevier, vol. 60(C), pages 266-274.
    17. Gozgor, Giray & Can, Muhlis, 2016. "Export Product Diversification and the Environmental Kuznets Curve: Evidence from Turkey," MPRA Paper 69761, University Library of Munich, Germany.
    18. Daniel Armeanu & Georgeta Vintilă & Jean Vasile Andrei & Ştefan Cristian Gherghina & Mihaela Cristina Drăgoi & Cristian Teodor, 2018. "Exploring the link between environmental pollution and economic growth in EU-28 countries: Is there an environmental Kuznets curve?," PLOS ONE, Public Library of Science, vol. 13(5), pages 1-28, May.
    19. Danish, & Wang, Bo & Wang, Zhaohua, 2018. "Imported technology and CO2 emission in China: Collecting evidence through bound testing and VECM approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 4204-4214.
    20. Ertugrul, Hasan Murat & Çetin, Murat & Şeker, Fahri & Dogan, Eyüp, 2015. "The impact of trade openness on global carbon dioxide emissions: Evidence from the top ten emitters among developing countries," MPRA Paper 97539, University Library of Munich, Germany, revised 10 Mar 2016.

    More about this item

    Keywords

    PM2.5; economic growth; satellite remote sensing;
    All these keywords.

    JEL classification:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:11:y:2019:i:4:p:1201-:d:208715. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.