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Did Zipf's Law hold for Chinese cities and why? Evidence from multi-source data

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  • Sun, Xiangdong
  • Yuan, Ouyang
  • Xu, Zhao
  • Yin, Yanhui
  • Liu, Qian
  • Wu, Ling

Abstract

The New Form of Urbanization was proposed in 2012, emphasizing the development of small and medium-sized cities and towns. Analyzing the city-size distribution is significant in various studies, such as urban sustainable development, urban planning, population movement dynamics, and policy making in urban issues. But there lacks systematic analysis and mechanism discussion covering all cities sample especially after 2012 because of statistical data missing. This study assessed the city-size distribution of 337 cities (administratively defined) across Chinese mainland from 2013 to 2018 using multi-source data. Four main procedures are involved: 1) the urban areas of 337 cities were extracted using Head/tail Division Approach from remotely sensed nighttime light imagery; 2) the urban patterns were explored using spatiotemporal analysis (Kernel Density Estimation); 3) ln(rank) and ln(rank-1/2) were used as dependent variable to estimate Pareto exponent respectively; and 4) the economical mechanisms were explored using robust estimates. The results indicated that:1) The second mean of pixel values of NPP/VIIRS data was recommended to be the cut-off for the identification of urban areas in Chinese mainland, comparing to 1% National Population Sample Survey of 2015 and master plans of typical cities. 2) Using the total nighttime light (TNL) of urban areas to measure the city size, Zipf's Law was mostly violated in Chinese mainland. Overall, urban system was unequally distributed in all cities sample, equally distributed in upper-tail cities sample, showed great heterogeneity in provincial cities sample, meanwhile small and medium-sized cities developed rapidly after 2012. 3) Provinces with the larger value of regional scale and industrial structure were characterized as the more evenness of the city-size distribution, but with the larger value of trading level were characterized by unevenly distributed urban systems. The findings of the study indicated that the discussion about the applicability of Zipf's Law in Chinese mainland using multi-source data was of great significance, and the change of urban system in China is greatly affected by policies.

Suggested Citation

  • Sun, Xiangdong & Yuan, Ouyang & Xu, Zhao & Yin, Yanhui & Liu, Qian & Wu, Ling, 2021. "Did Zipf's Law hold for Chinese cities and why? Evidence from multi-source data," Land Use Policy, Elsevier, vol. 106(C).
  • Handle: RePEc:eee:lauspo:v:106:y:2021:i:c:s0264837721001836
    DOI: 10.1016/j.landusepol.2021.105460
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    1. Overman, Henry G. & Ioannides, Yannis M., 2001. "Cross-Sectional Evolution of the U.S. City Size Distribution," Journal of Urban Economics, Elsevier, vol. 49(3), pages 543-566, May.
    2. Bosker, Maarten & Brakman, Steven & Garretsen, Harry & Schramm, Marc, 2008. "A century of shocks: The evolution of the German city size distribution 1925-1999," Regional Science and Urban Economics, Elsevier, vol. 38(4), pages 330-347, July.
    3. Masahisa Fujita & Tomoya Mori, 2005. "Transport development and the evolution of economic geography," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 4(2), pages 129-156, August.
    4. Hernán D. Rozenfeld & Diego Rybski & Xavier Gabaix & Hernán A. Makse, 2011. "The Area and Population of Cities: New Insights from a Different Perspective on Cities," American Economic Review, American Economic Association, vol. 101(5), pages 2205-2225, August.
    5. Miguel Puente-Ajovín & Arturo Ramos, 2015. "On the parametric description of the French, German, Italian and Spanish city size distributions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 54(2), pages 489-509, March.
    6. Schmidheiny, Kurt & Suedekum, Jens, 2015. "The pan-European population distribution across consistently defined functional urban areas," Economics Letters, Elsevier, vol. 133(C), pages 10-13.
    7. Shunfeng Song & Kevin Honglin Zhang, 2002. "Urbanisation and City Size Distribution in China," Urban Studies, Urban Studies Journal Limited, vol. 39(12), pages 2317-2327, November.
    8. Julie Le Gallo & Coro Chasco, 2009. "Spatial analysis of urban growth in Spain, 1900–2001," Studies in Empirical Economics, in: Giuseppe Arbia & Badi H. Baltagi (ed.), Spatial Econometrics, pages 59-80, Springer.
    9. Anderson, Gordon & Ge, Ying, 2005. "The size distribution of Chinese cities," Regional Science and Urban Economics, Elsevier, vol. 35(6), pages 756-776, November.
    10. Gabaix, Xavier & Ioannides, Yannis M., 2004. "The evolution of city size distributions," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 53, pages 2341-2378, Elsevier.
    11. Henderson, Vernon, 2003. "The Urbanization Process and Economic Growth: The So-What Question," Journal of Economic Growth, Springer, vol. 8(1), pages 47-71, March.
    12. Henderson, J. Vernon & Wang, Hyoung Gun, 2007. "Urbanization and city growth: The role of institutions," Regional Science and Urban Economics, Elsevier, vol. 37(3), pages 283-313, May.
    13. Giesen, Kristian & Suedekum, Jens, 2014. "City age and city size," European Economic Review, Elsevier, vol. 71(C), pages 193-208.
    14. Redfearn, Christian L., 2007. "The topography of metropolitan employment: Identifying centers of employment in a polycentric urban area," Journal of Urban Economics, Elsevier, vol. 61(3), pages 519-541, May.
    15. Hanson, Gordon H., 1998. "Regional adjustment to trade liberalization," Regional Science and Urban Economics, Elsevier, vol. 28(4), pages 419-444, July.
    16. Krugman, Paul & Elizondo, Raul Livas, 1996. "Trade policy and the Third World metropolis," Journal of Development Economics, Elsevier, vol. 49(1), pages 137-150, April.
    17. Henderson, Vernon & Kuncoro, Ari & Turner, Matt, 1995. "Industrial Development in Cities," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 1067-1090, October.
    18. Emilio Zagheni & Ingmar Weber, 2015. "Demographic research with non-representative internet data," International Journal of Manpower, Emerald Group Publishing Limited, vol. 36(1), pages 13-25, April.
    19. Yan, Siqi & Peng, Jianchao & Wu, Qun, 2020. "Exploring the non-linear effects of city size on urban industrial land use efficiency: A spatial econometric analysis of cities in eastern China," Land Use Policy, Elsevier, vol. 99(C).
    20. Jinpei Ou & Xiaoping Liu & Xia Li & Meifang Li & Wenkai Li, 2015. "Evaluation of NPP-VIIRS Nighttime Light Data for Mapping Global Fossil Fuel Combustion CO2 Emissions: A Comparison with DMSP-OLS Nighttime Light Data," PLOS ONE, Public Library of Science, vol. 10(9), pages 1-20, September.
    21. Wang, Jing & Lin, Yifan & Glendinning, Anthony & Xu, Yueqing, 2018. "Land-use changes and land policies evolution in China’s urbanization processes," Land Use Policy, Elsevier, vol. 75(C), pages 375-387.
    22. Rolf Bergs, 2018. "The detection of natural cities in the Netherlands—Nocturnal satellite imagery and Zipf’s law [Die Abgrenzung natürlicher Städte in den Niederlanden: Nachtsatellitenbilder und das Zipf-Gesetz]," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 38(2), pages 111-140, October.
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    2. Huang, Xinxin & Wang, Haijun & Xiao, Fentao, 2022. "Simulating urban growth affected by national and regional land use policies: Case study from Wuhan, China," Land Use Policy, Elsevier, vol. 112(C).

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