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Classification of Shrinking Cities in China Based on Self-Organizing Feature Map

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  • Xinyi Wang

    (School of Land Science and Technology, China University of Geosciences, Beijing 100083, China)

  • Zihan Li

    (School of Land Science and Technology, China University of Geosciences, Beijing 100083, China)

  • Zhe Feng

    (School of Land Science and Technology, China University of Geosciences, Beijing 100083, China)

Abstract

Since the 1980s, China has been experiencing shrinking cities as part of a massive urbanization process. In recent years, the Matthew effect of factor accumulation has led to an increasingly substantial divergence in population concentration and sparseness in China. The pattern of shrinking Chinese cities has become increasingly severe. Accurate classification of shrinking cities is important for formulating policies and achieving the rational development of shrinking cities. In this study, the data of the 6th and 7th population censuses are used to investigate the shrinking Chinese cities, and prefecture-level cities are utilized as the scale of administrative units. The resident population in 130 cities decreased during the last decade. The population, economy, society, and space indicators are selected to cluster the shrinking cities through the self-organizing feature map neural network. Results show that China’s shrinking cities can be divided into four categories: (1) Sixty-two cities are characterized by a high degree of transfer dependence on the economy due to a chronic lack of population. (2) Twenty-eight cities are characterized by high urban expansion but with population loss. (3) Fourteen cities are characterized by obvious transportation and location advantages and with relatively slight population loss. (4) Twenty-six cities have good industrial development prospects but with serious urban pollution and “siphoning” effects from other cities. The shrinking cities are mainly concentrated in the western, central, and northeastern regions of China, which are represented by the old industrial and resource-depleted cities. The shrinking cities in the eastern region are fewer and less severe, which is mainly related to the high population concentration and developed economy in the region. This study provides solutions from different perspectives for four types of shrinking cities and serves as an empirical reference for policymakers and urban planners.

Suggested Citation

  • Xinyi Wang & Zihan Li & Zhe Feng, 2022. "Classification of Shrinking Cities in China Based on Self-Organizing Feature Map," Land, MDPI, vol. 11(9), pages 1-24, September.
  • Handle: RePEc:gam:jlands:v:11:y:2022:i:9:p:1525-:d:911050
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    References listed on IDEAS

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    1. Cristina Martinez‐Fernandez & Ivonne Audirac & Sylvie Fol & Emmanuèle Cunningham‐Sabot, 2012. "Shrinking Cities: Urban Challenges of Globalization," International Journal of Urban and Regional Research, Wiley Blackwell, vol. 36(2), pages 213-225, March.
    2. Ray Hudson, 2005. "Rethinking Change in Old Industrial Regions: Reflecting on the Experiences of North East England," Environment and Planning A, , vol. 37(4), pages 581-596, April.
    3. Levinson, David M., 2012. "Accessibility impacts of high-speed rail," Journal of Transport Geography, Elsevier, vol. 22(C), pages 288-291.
    4. Florian Bartholomae & Chang Woon Nam & Alina Schoenberg, 2017. "Urban shrinkage and resurgence in Germany," Urban Studies, Urban Studies Journal Limited, vol. 54(12), pages 2701-2718, September.
    5. Matthias Bernt, 2009. "Partnerships for Demolition: The Governance of Urban Renewal in East Germany's Shrinking Cities," International Journal of Urban and Regional Research, Wiley Blackwell, vol. 33(3), pages 754-769, September.
    6. Williamson,Jeffrey G., 1990. "Coping with City Growth during the British Industrial Revolution," Cambridge Books, Cambridge University Press, number 9780521364805.
    7. Merten Nefs & Susana Alves & Ingo Zasada & Dagmar Haase, 2013. "Shrinking Cities as Retirement Cities? Opportunities for Shrinking Cities as Green Living Environments for Older Individuals," Environment and Planning A, , vol. 45(6), pages 1455-1473, June.
    8. Justin B. Hollander & Jeremy Németh, 2011. "The bounds of smart decline: a foundational theory for planning shrinking cities," Housing Policy Debate, Taylor & Francis Journals, vol. 21(3), pages 349-367, June.
    9. Gu, Donghwan & Newman, Galen & Kim, Jun-Hyun & Park, Yunmi & Lee, Jaekyung, 2019. "Neighborhood decline and mixed land uses: Mitigating housing abandonment in shrinking cities," Land Use Policy, Elsevier, vol. 83(C), pages 505-511.
    10. Yuanping Wang & Mu Lin & Jingxin Gao & Zhaoyin Zhou, 2021. "Fading Attraction of the Shrinking City: An Empirical Study from an Urban Resource Perspective," Sustainability, MDPI, vol. 13(20), pages 1-19, October.
    11. Thorsten Wiechmann & Karina M. Pallagst, 2012. "Urban shrinkage in Germany and the USA: A Comparison of Transformation Patterns and Local Strategies," International Journal of Urban and Regional Research, Wiley Blackwell, vol. 36(2), pages 261-280, March.
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    Cited by:

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    3. Aike Kan & Qing Xiang & Xiao Yang & Huiseng Xu & Xiaoxiang Yu & Hong Huang, 2023. "Revealing the Environmental Characteristics of Towns in the Middle Himalayas Using a Geographic Information System and Self-Organizing Map," Sustainability, MDPI, vol. 15(20), pages 1-15, October.

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