Skip to main content
Erschienen in: The Annals of Regional Science 2/2017

29.06.2017 | Original Paper

One country, two “urban” systems: focusing on bimodality in China’s city-size distribution

verfasst von: Xin Li, Kyung-Min Nam

Erschienen in: The Annals of Regional Science | Ausgabe 2/2017

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this study, we demonstrate the existence of bimodality in China’s city-size distribution and develop an urban-growth forecast model that incorporates this bimodality. Main data for our analysis are \(0.{25}^{\circ }\times 0.{25}^{\circ }\) population density grids for the past 32 years, created from China’s official census data and county-level statistics. Our results show that the mixture of two Gaussian distributions outperforms unimodal distributions in explaining China’s historic urban-growth patterns, suggesting that the conventional unitary urban-hierarchy assumption lacks ground in China’s context. We also find that the higher-density mixture component increasingly dominates the entire distribution, and this gradual transition toward a unimodal city-size distribution is partly related to increased domestic population mobility.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
As of 2014, the urban land area of each city was as follows (NBSC 2015): Shanghai (866 \(\hbox {km}^{2})\), Beijing (1386 \(\hbox {km}^{2})\), Guangzhou (1035 \(\hbox {km}^{2})\), Chongqing (1231 \(\hbox {km}^{2})\), Chengdu (604 \(\hbox {km}^{2})\), Tianjin (738 \(\hbox {km}^{2})\), Shenzhen (890 \(\hbox {km}^{2})\), Harbin (401 \(\hbox {km}^{2})\), Wuhan (553 \(\hbox {km}^{2})\), and Suzhou (447 \(\hbox {km}^{2})\).
 
2
A caveat in applying this standard method for data conversion is potential measurement errors, arising from an underlying assumption—geographically even distribution of population within a given census tract. In general, such errors are not serious if the grid resolution is not exceedingly high, compared to that of the census tract (high-to-low resolution conversion). However, data quality can be questionable in the opposite case (low-to-high resolution conversion).
 
3
Rank Instability Index (RII) is defined as follows (Nam and Reilly 2013).
$$\begin{aligned} \hbox {RII} (\%) = \frac{1}{N}\sum \limits _{i=1}^N {\frac{\left| {R_i^t -R_i^0 } \right| }{R_i^0 }} \times 100 \end{aligned}$$
where and N mean the size rank of cell i in year t and the total number of grid cells analyzed, respectively.
 
4
Even in this case, multimodality in China’s city-size distribution does not disappear, although its degree declines. AIC and BIC still favor a mixture model even when the distribution is drawn from conventional population data constructed for prefecture and county boundaries. The LR test results also demonstrate that the mixture model significantly improves the goodness of fit, against the normal CDF.
 
Literatur
Zurück zum Zitat Amos OM Jr (1988) Unbalanced regional growth and regional income inequality in the latter stages of development. Reg Sci Urban Econ 18:549–566CrossRef Amos OM Jr (1988) Unbalanced regional growth and regional income inequality in the latter stages of development. Reg Sci Urban Econ 18:549–566CrossRef
Zurück zum Zitat Anderson G, Ge Y (2005) The size distribution of Chinese cities. Reg Sci Urban Econ 35:756–776CrossRef Anderson G, Ge Y (2005) The size distribution of Chinese cities. Reg Sci Urban Econ 35:756–776CrossRef
Zurück zum Zitat Asadoorian MO (2008) Simulating the spatial distribution of population and emissions to 2100. Environ Resour Econ 39:199–221CrossRef Asadoorian MO (2008) Simulating the spatial distribution of population and emissions to 2100. Environ Resour Econ 39:199–221CrossRef
Zurück zum Zitat Au C-C, Henderson JV (2006) Are Chinese cities too small? Rev Econ Stud 73:549–576CrossRef Au C-C, Henderson JV (2006) Are Chinese cities too small? Rev Econ Stud 73:549–576CrossRef
Zurück zum Zitat Berry BJL, Okulicz-Kozaryn A (2012) The city size distribution debate: resolution for US urban regions and megalopolitan areas. Cities 29:S17–S23CrossRef Berry BJL, Okulicz-Kozaryn A (2012) The city size distribution debate: resolution for US urban regions and megalopolitan areas. Cities 29:S17–S23CrossRef
Zurück zum Zitat Bosker M, Brakman S, Garretsen H, Schramm M (2012) Relaxing hukou: increased labor mobility and China’s economic geography. J Urban Econ 72:252–266CrossRef Bosker M, Brakman S, Garretsen H, Schramm M (2012) Relaxing hukou: increased labor mobility and China’s economic geography. J Urban Econ 72:252–266CrossRef
Zurück zum Zitat Carroll GR (1982) National city-size distribution: what do we know after 67 years of research? Prog Hum Geogr 6:1–43CrossRef Carroll GR (1982) National city-size distribution: what do we know after 67 years of research? Prog Hum Geogr 6:1–43CrossRef
Zurück zum Zitat Cartier C (2015) Territorial urbanization and the party-state in China. Territ Polit Gov 3:294–320CrossRef Cartier C (2015) Territorial urbanization and the party-state in China. Territ Polit Gov 3:294–320CrossRef
Zurück zum Zitat Chan KW (2009) The Chinese hukou system at 50. Eurasian Geogr Econ 50:197–221CrossRef Chan KW (2009) The Chinese hukou system at 50. Eurasian Geogr Econ 50:197–221CrossRef
Zurück zum Zitat Chan KW (2013) China, internal migration. In: Ness I (ed) The encyclopedia of global human migration. Wiley-Blackwell, Chichester, West Sussex Chan KW (2013) China, internal migration. In: Ness I (ed) The encyclopedia of global human migration. Wiley-Blackwell, Chichester, West Sussex
Zurück zum Zitat Chen Y, Zhou Y (2008) Scaling laws and indications of self-organized criticality in urban systems. Chaos Solitons Fract 35:85–98CrossRef Chen Y, Zhou Y (2008) Scaling laws and indications of self-organized criticality in urban systems. Chaos Solitons Fract 35:85–98CrossRef
Zurück zum Zitat Chen Z, Fu S, Zhang D (2013) Searching for the parallel growth of cities in China. Urban Stud 50:2118–2135CrossRef Chen Z, Fu S, Zhang D (2013) Searching for the parallel growth of cities in China. Urban Stud 50:2118–2135CrossRef
Zurück zum Zitat Córdoba J-C (2008) On the distribution of city sizes. J Urban Econ 63:177–197CrossRef Córdoba J-C (2008) On the distribution of city sizes. J Urban Econ 63:177–197CrossRef
Zurück zum Zitat De Cola L (1985) Lognormal estimates of macroregional city-size distributions, 1950–1970. Environ Plan A 17:1637–1652CrossRef De Cola L (1985) Lognormal estimates of macroregional city-size distributions, 1950–1970. Environ Plan A 17:1637–1652CrossRef
Zurück zum Zitat Diamond JM (1997) Guns, germs, and steel: the fates of human societies. W.W. Norton & Company, New York Diamond JM (1997) Guns, germs, and steel: the fates of human societies. W.W. Norton & Company, New York
Zurück zum Zitat Eeckhout J (2004) Gibrat’s law for (all) cities. Am Econ Rev 94:1429–1451CrossRef Eeckhout J (2004) Gibrat’s law for (all) cities. Am Econ Rev 94:1429–1451CrossRef
Zurück zum Zitat Eeckhout J (2009) Gibrat’s law for (all) cities: a reply. Am Econ Rev 99:1676–1683CrossRef Eeckhout J (2009) Gibrat’s law for (all) cities: a reply. Am Econ Rev 99:1676–1683CrossRef
Zurück zum Zitat Fan CC (1999) The vertical and horizontal expansions of China’s city system. Urban Geogr 20:493–515CrossRef Fan CC (1999) The vertical and horizontal expansions of China’s city system. Urban Geogr 20:493–515CrossRef
Zurück zum Zitat Fan S, Kanbur R, Zhang X (2009) Regional inequality in China: trends, explanations and policy response. Routledge, New York Fan S, Kanbur R, Zhang X (2009) Regional inequality in China: trends, explanations and policy response. Routledge, New York
Zurück zum Zitat Fujita M, Krugman P, Venables AJ (1999) The spatial economy: cities, regions, and international trade. MIT Press, Cambridge Fujita M, Krugman P, Venables AJ (1999) The spatial economy: cities, regions, and international trade. MIT Press, Cambridge
Zurück zum Zitat Fujita M, Mori T, Henderson JV, Kanemoto Y (2004) Spatial distribution of economic activities in Japan and China. In: Henderson JV, Thisse J-F (eds) Handbook of regional and urban economics, vol 4. Cities and geography. Elsevier, New York, pp 2911–2980 Fujita M, Mori T, Henderson JV, Kanemoto Y (2004) Spatial distribution of economic activities in Japan and China. In: Henderson JV, Thisse J-F (eds) Handbook of regional and urban economics, vol 4. Cities and geography. Elsevier, New York, pp 2911–2980
Zurück zum Zitat Gabaix X (1999) Zipf’s law for cities: an explanation. Q J Econ 114:739–767CrossRef Gabaix X (1999) Zipf’s law for cities: an explanation. Q J Econ 114:739–767CrossRef
Zurück zum Zitat Gabaix X, Ioannides YM (2004) The evolution of city size distributions. In: Henderson JV, Thisse J-F (eds) Handbook of regional and urban economics, volume 4: cities and geography, vol 4. Elsevier, New York Gabaix X, Ioannides YM (2004) The evolution of city size distributions. In: Henderson JV, Thisse J-F (eds) Handbook of regional and urban economics, volume 4: cities and geography, vol 4. Elsevier, New York
Zurück zum Zitat Giesen K, Zimmermann A, Suedekum J (2010) The size distribution across all cities: double Pareto lognormal strikes. J Urban Econ 68:129–137CrossRef Giesen K, Zimmermann A, Suedekum J (2010) The size distribution across all cities: double Pareto lognormal strikes. J Urban Econ 68:129–137CrossRef
Zurück zum Zitat González-Val R (2015) Size distributions for all cities: which one is best? Pap Reg Sci 94:177–196 González-Val R (2015) Size distributions for all cities: which one is best? Pap Reg Sci 94:177–196
Zurück zum Zitat Guérin-Pace F (1995) Rank-size distribution and the process of urban growth. Urban Stud 32:551–562CrossRef Guérin-Pace F (1995) Rank-size distribution and the process of urban growth. Urban Stud 32:551–562CrossRef
Zurück zum Zitat Holmes TJ, Lee S (2010) Cities as six-by-six-mile squares: Zipf’s law? In: Glaeser EL (ed) Agglomeration economics. University of Chicago Press, Chicago, pp 105–131CrossRef Holmes TJ, Lee S (2010) Cities as six-by-six-mile squares: Zipf’s law? In: Glaeser EL (ed) Agglomeration economics. University of Chicago Press, Chicago, pp 105–131CrossRef
Zurück zum Zitat Huang Q, He C, Gao B, Yang Y, Liu Z, Zhao Y, Dou Y (2015) Detecting the 20 year city-size dynamics in China with a rank clock approach and DMSP/OLS nighttime data. Landsc Urban Plan 137:138–148CrossRef Huang Q, He C, Gao B, Yang Y, Liu Z, Zhao Y, Dou Y (2015) Detecting the 20 year city-size dynamics in China with a rank clock approach and DMSP/OLS nighttime data. Landsc Urban Plan 137:138–148CrossRef
Zurück zum Zitat Ioannides YM, Overman HG (2003) Zipf’s law for cities: an empirical examination. Reg Sci Urban Econ 33:127–137CrossRef Ioannides YM, Overman HG (2003) Zipf’s law for cities: an empirical examination. Reg Sci Urban Econ 33:127–137CrossRef
Zurück zum Zitat Ioannides Y, Skouras S (2013) U.S. city size distribution: robustly Pareto, but only in the tail. J Urban Econ 73:18–29CrossRef Ioannides Y, Skouras S (2013) U.S. city size distribution: robustly Pareto, but only in the tail. J Urban Econ 73:18–29CrossRef
Zurück zum Zitat Jones B, O’Neill BC (2013) Historically grounded spatial population projections for the continental United States. Environ Res Lett 8:044021CrossRef Jones B, O’Neill BC (2013) Historically grounded spatial population projections for the continental United States. Environ Res Lett 8:044021CrossRef
Zurück zum Zitat Kass RE, Raftery AE (1995) Bayes factors. J Am Stat Assoc 90:773–795CrossRef Kass RE, Raftery AE (1995) Bayes factors. J Am Stat Assoc 90:773–795CrossRef
Zurück zum Zitat Kim E, Hewings G, Nam K-M (2014) Optimal urban population size: national vs local economic efficiency. Urban Stud 51:428–445CrossRef Kim E, Hewings G, Nam K-M (2014) Optimal urban population size: national vs local economic efficiency. Urban Stud 51:428–445CrossRef
Zurück zum Zitat Krugman P (1991) Increasing returns and economic geography. J Polit Econ 99:483–499CrossRef Krugman P (1991) Increasing returns and economic geography. J Polit Econ 99:483–499CrossRef
Zurück zum Zitat Krugman P (1996) The self-organizing economy. Blackwell, Malden Krugman P (1996) The self-organizing economy. Blackwell, Malden
Zurück zum Zitat Lewis AW (1954) Economic development with unlimited supplies of labor. Manch Sch 22:139–191CrossRef Lewis AW (1954) Economic development with unlimited supplies of labor. Manch Sch 22:139–191CrossRef
Zurück zum Zitat Li S, Sui D (2013) Pareto’s law and sample size: a case study of China’s urban system 1984–2008. GeoJournal 78:615–626CrossRef Li S, Sui D (2013) Pareto’s law and sample size: a case study of China’s urban system 1984–2008. GeoJournal 78:615–626CrossRef
Zurück zum Zitat Liang Z, Li Z, Ma Z (2014) Changing patterns of the floating population in China, 2000–2010. Popul Dev Rev 40:695–716CrossRef Liang Z, Li Z, Ma Z (2014) Changing patterns of the floating population in China, 2000–2010. Popul Dev Rev 40:695–716CrossRef
Zurück zum Zitat Luckstead J, Devadoss S (2014) A comparison of city size distributions for China and India from 1950 to 2010. Econ Lett 124:290–295CrossRef Luckstead J, Devadoss S (2014) A comparison of city size distributions for China and India from 1950 to 2010. Econ Lett 124:290–295CrossRef
Zurück zum Zitat Malacarne LC, Mendes RS, Lenzi EK (2001) Q-exponential distribution in urban agglomeration. Phys Rev E 65:1–3CrossRef Malacarne LC, Mendes RS, Lenzi EK (2001) Q-exponential distribution in urban agglomeration. Phys Rev E 65:1–3CrossRef
Zurück zum Zitat Malecki EJ (1980) Growth and change in the analysis of rank-size distributions: empirical findings. Environ Plan A 12:41–52CrossRef Malecki EJ (1980) Growth and change in the analysis of rank-size distributions: empirical findings. Environ Plan A 12:41–52CrossRef
Zurück zum Zitat Nam K-M, Reilly JM (2013) City size distribution as a function of socioeconomic conditions: an eclectic approach to downscaling global population. Urban Stud 50:208–225CrossRef Nam K-M, Reilly JM (2013) City size distribution as a function of socioeconomic conditions: an eclectic approach to downscaling global population. Urban Stud 50:208–225CrossRef
Zurück zum Zitat National Bureau of Statistics of China (NBSC) (2015) China city statistical yearbook. China Statistics Press, Beijing National Bureau of Statistics of China (NBSC) (2015) China city statistical yearbook. China Statistics Press, Beijing
Zurück zum Zitat National Bureau of Statistics of China (NBSC) (various years) China statistical yearbook. China Statistics Press, Beijing National Bureau of Statistics of China (NBSC) (various years) China statistical yearbook. China Statistics Press, Beijing
Zurück zum Zitat Parr JB (1985) A note on the size distribution of cities over time. J Urban Econ 18:199–212CrossRef Parr JB (1985) A note on the size distribution of cities over time. J Urban Econ 18:199–212CrossRef
Zurück zum Zitat Peng G (2010) Zipf’s law for Chinese cities: rolling sample regressions. Phys A 389:3804–3813CrossRef Peng G (2010) Zipf’s law for Chinese cities: rolling sample regressions. Phys A 389:3804–3813CrossRef
Zurück zum Zitat Petrakos G, Mardakis P, Caravel H (2000) Recent developments in the Greek system of urban centres. Environ Plan B 27:169–181CrossRef Petrakos G, Mardakis P, Caravel H (2000) Recent developments in the Greek system of urban centres. Environ Plan B 27:169–181CrossRef
Zurück zum Zitat Phillips DR, Yeh AGO (1990) Foreign investment and trade: impact on spatial structure of the economy. In: Cannon T, Jenkins A (eds) The geography of contemporary China: the impact of Deng Xiaoping’s decade. Routledge, London, pp 224–248 Phillips DR, Yeh AGO (1990) Foreign investment and trade: impact on spatial structure of the economy. In: Cannon T, Jenkins A (eds) The geography of contemporary China: the impact of Deng Xiaoping’s decade. Routledge, London, pp 224–248
Zurück zum Zitat Portnov BA, Reiser B, Schwartz M (2012) Does Gibrat’s law for cities hold when location counts? Ann Reg Sci 48:151–178CrossRef Portnov BA, Reiser B, Schwartz M (2012) Does Gibrat’s law for cities hold when location counts? Ann Reg Sci 48:151–178CrossRef
Zurück zum Zitat Reed WJ (2002) On the rank-size distribution for human settlements. J Reg Sci 42:1–17CrossRef Reed WJ (2002) On the rank-size distribution for human settlements. J Reg Sci 42:1–17CrossRef
Zurück zum Zitat Richardson HW, Townpoe PM (1987) Regional policies in developing countries. In: Nijkamp P (ed) Handbook of regional and urban economics, vol 1. Regional economics. Elsevier, Amsterdam, pp 647–678CrossRef Richardson HW, Townpoe PM (1987) Regional policies in developing countries. In: Nijkamp P (ed) Handbook of regional and urban economics, vol 1. Regional economics. Elsevier, Amsterdam, pp 647–678CrossRef
Zurück zum Zitat Schaffar A, Dimou M (2012) Rank-size city dynamics in China and India, 1981–2004. Reg Stud 46:707–721CrossRef Schaffar A, Dimou M (2012) Rank-size city dynamics in China and India, 1981–2004. Reg Stud 46:707–721CrossRef
Zurück zum Zitat Skeldon R (1990) Population mobility in developing countries: a reinterpretation. Belhaven Press, London Skeldon R (1990) Population mobility in developing countries: a reinterpretation. Belhaven Press, London
Zurück zum Zitat Socioeconomic Data and Applications Center (SEDAC) (2005) Gridded population of the world, version 3, and the global rural-urban mapping project. Columbia University, SEDAC Socioeconomic Data and Applications Center (SEDAC) (2005) Gridded population of the world, version 3, and the global rural-urban mapping project. Columbia University, SEDAC
Zurück zum Zitat Song S, Zhang KH (2002) Urbanisation and city size distribution in China. Urban Stud 39:2317–2327CrossRef Song S, Zhang KH (2002) Urbanisation and city size distribution in China. Urban Stud 39:2317–2327CrossRef
Zurück zum Zitat Soo KT (2007) Zipf’s law and urban growth in Malaysia. Urban Stud 44:1–14CrossRef Soo KT (2007) Zipf’s law and urban growth in Malaysia. Urban Stud 44:1–14CrossRef
Zurück zum Zitat Soo KT (2014) Zipf, Gibrat and geography: evidence from China, India and Brazil. Pap Reg Sci 93:159–181CrossRef Soo KT (2014) Zipf, Gibrat and geography: evidence from China, India and Brazil. Pap Reg Sci 93:159–181CrossRef
Zurück zum Zitat Suarez-Villa L (1988) Metropolitan evolution, sectoral economic change, and the city size distribution. Urban Stud 25:1–20CrossRef Suarez-Villa L (1988) Metropolitan evolution, sectoral economic change, and the city size distribution. Urban Stud 25:1–20CrossRef
Zurück zum Zitat Thomas I (1985) City-size distribution and the size of urban systems. Environ Plan A 17:905–913CrossRef Thomas I (1985) City-size distribution and the size of urban systems. Environ Plan A 17:905–913CrossRef
Zurück zum Zitat Todaro MP (1980) Internal migration in developing countries: a survey. In: Easterlin RA (ed) Population and economic change in developing countries. University of Chicago Press, Chicago, pp 361–402 Todaro MP (1980) Internal migration in developing countries: a survey. In: Easterlin RA (ed) Population and economic change in developing countries. University of Chicago Press, Chicago, pp 361–402
Zurück zum Zitat White MJ, Wu F, Chen YP (2008) Urbanization, institutional change, and sociospatial inequality in China, 1990–2001. In: Logan JR (ed) Urban China in transition. Blackwell, Malden, pp 115–139CrossRef White MJ, Wu F, Chen YP (2008) Urbanization, institutional change, and sociospatial inequality in China, 1990–2001. In: Logan JR (ed) Urban China in transition. Blackwell, Malden, pp 115–139CrossRef
Zurück zum Zitat Wu F (2015) Planning for growth: urban and regional planning in China. Routledge, New York Wu F (2015) Planning for growth: urban and regional planning in China. Routledge, New York
Zurück zum Zitat Wu W, Gaubatz P (2013) The Chinese city. Routledge, New York Wu W, Gaubatz P (2013) The Chinese city. Routledge, New York
Zurück zum Zitat Xu Z, Zhu N (2009) City size distribution in China: are large cities dominant? Urban Stud 46:2159–2185CrossRef Xu Z, Zhu N (2009) City size distribution in China: are large cities dominant? Urban Stud 46:2159–2185CrossRef
Zurück zum Zitat Ye X, Xie Y (2012) Re-examination of Zipf’s law and urban dynamic in China: a regional approach. Ann Reg Sci 49:135–156CrossRef Ye X, Xie Y (2012) Re-examination of Zipf’s law and urban dynamic in China: a regional approach. Ann Reg Sci 49:135–156CrossRef
Zurück zum Zitat Yeh AGO, Xu X (1984) Provincial variation of urbanization and urban primacy in China. Ann Reg Sci 18:1–20CrossRef Yeh AGO, Xu X (1984) Provincial variation of urbanization and urban primacy in China. Ann Reg Sci 18:1–20CrossRef
Zurück zum Zitat Yu L (2014) Chinese city and regional planning systems. Ashgate, Farnham Yu L (2014) Chinese city and regional planning systems. Ashgate, Farnham
Metadaten
Titel
One country, two “urban” systems: focusing on bimodality in China’s city-size distribution
verfasst von
Xin Li
Kyung-Min Nam
Publikationsdatum
29.06.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
The Annals of Regional Science / Ausgabe 2/2017
Print ISSN: 0570-1864
Elektronische ISSN: 1432-0592
DOI
https://doi.org/10.1007/s00168-017-0838-1

Weitere Artikel der Ausgabe 2/2017

The Annals of Regional Science 2/2017 Zur Ausgabe