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Spatiotemporal Dynamics and Driving Mechanisms of Resource–Environment Carrying Capacity in the Yellow River Basin

Author

Listed:
  • Xin Xiang

    (College of Management Science, Chengdu University of Technology, Chengdu 610059, China)

  • Yi Xiao

    (Business School, Chengdu University of Technology, Chengdu 610059, China)

  • Yongxiang Chen

    (College of Geography and Planning, Chengdu University of Technology, Chengdu 610059, China)

  • Huan Huang

    (Business School, Chengdu University of Technology, Chengdu 610059, China)

Abstract

Understanding the spatiotemporal dynamics of resource–environment carrying capacity (RECC) is essential for balancing ecological protection and socioeconomic development in river basins. This study applied various methodologies, including Panel Vector Autoregression (PVAR), Geographically Temporally Weighted Regression (GTWR), and Random Forest, to analyze in the Yellow River Basin from 2011 to 2021. PVAR quantifies dynamic interactions among RECC subsystems (population, resources, environment, and economy), while Random Forest identifies nonlinear drivers, and GTWR captures spatiotemporal heterogeneity. Results show RECC performance has continually improved, while subsystem and regional differences have been observed. Downstream regions exhibit higher RECC due to advanced infrastructure, whereas upstream areas face ecological constraints. PVAR results reveal bidirectional relationship among population, resource and economy subsystems, with unidirectional environmental pressure from economic activities. In terms of influencing factors analysis, which are classified into three sections, including geography, socioeconomic, and technological innovation. The random forest model identified that the economic development level has higher importance. The GTWR results expanded the spatiotemporal heterogeneity analysis: socioeconomic factors show significant regional variation. These findings provide a transferable paradigm for complex human–environment system analysis, offering policy-responsive zoning strategies that balance SDG implementation with basin-specific ecological constraints.

Suggested Citation

  • Xin Xiang & Yi Xiao & Yongxiang Chen & Huan Huang, 2025. "Spatiotemporal Dynamics and Driving Mechanisms of Resource–Environment Carrying Capacity in the Yellow River Basin," Land, MDPI, vol. 14(6), pages 1-24, June.
  • Handle: RePEc:gam:jlands:v:14:y:2025:i:6:p:1289-:d:1680829
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    1. Su, Yaqin & Tesfazion, Petros & Zhao, Zhong, 2018. "Where are the migrants from? Inter- vs. intra-provincial rural-urban migration in China," China Economic Review, Elsevier, vol. 47(C), pages 142-155.
    2. Xu, Hengzhou & Jiao, Man, 2021. "City size, industrial structure and urbanization quality—A case study of the Yangtze River Delta urban agglomeration in China," Land Use Policy, Elsevier, vol. 111(C).
    3. Ravallion, Martin, 2010. "The Developing World's Bulging (but Vulnerable) Middle Class," World Development, Elsevier, vol. 38(4), pages 445-454, April.
    4. Krausmann, Fridolin & Gingrich, Simone & Eisenmenger, Nina & Erb, Karl-Heinz & Haberl, Helmut & Fischer-Kowalski, Marina, 2009. "Growth in global materials use, GDP and population during the 20th century," Ecological Economics, Elsevier, vol. 68(10), pages 2696-2705, August.
    5. Zhao, Congyu & Dong, Kangyin & Wang, Kun & Dong, Xiucheng, 2023. "Can low-carbon energy technology lead to energy resource carrying capacity improvement? The case of China," Energy Economics, Elsevier, vol. 127(PA).
    6. Zhang, Zimo & Peng, Jian & Xu, Zihan & Wang, Xiaoyu & Meersmans, Jeroen, 2021. "Ecosystem services supply and demand response to urbanization: A case study of the Pearl River Delta, China," Ecosystem Services, Elsevier, vol. 49(C).
    7. Hao, Yu & Zhang, Zong-Yong & Liao, Hua & Wei, Yi-Ming, 2015. "China’s farewell to coal: A forecast of coal consumption through 2020," Energy Policy, Elsevier, vol. 86(C), pages 444-455.
    8. Qiaoli Chang & Yuying Sha & Yi Chen, 2024. "The Coupling Coordination and Influencing Factors of Urbanization and Ecological Resilience in the Yangtze River Delta Urban Agglomeration, China," Land, MDPI, vol. 13(1), pages 1-24, January.
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