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Predicting Rural Ecological Space Boundaries in the Urban Fringe Area Based on Bayesian Network: A Case Study in Nanjing, China

Author

Listed:
  • Yangyang Yuan

    (School of Architecture, Southeast University, Nanjing 210096, China)

  • Yuchen Yang

    (School of Architecture, Southeast University, Nanjing 210096, China)

  • Ruijun Wang

    (College of Architecture and Art, Hefei University of Technology, Hefei 230601, China)

  • Yuning Cheng

    (School of Architecture, Southeast University, Nanjing 210096, China)

Abstract

Urban fringe areas are locations that compete between urban development and ecological protection; their ecological spatial boundaries face the risk of erosion and degradation. Previous studies have so far focused on the core area inside the ecological space. However, research on the ecological boundary zone has so far been insufficient. The delineation of ECR is based on large-scale administrative units, while it is less precise at the level of small-scale rural areas. This study selected Paifang village in Nanjing City as the study area and built a Bayesian network model to predict the ecological space boundary for 2030. The study also identified the driving factors and their mechanisms affecting the changes in the rural ecological space in an urban fringe area and put forward targeted suggestions for its protection. The results suggested that: (1) The ecological space of Paifang village will expand in 2030. Specifically, agricultural land has the greatest potential for restoration of ecological space, followed by shrubland and grassland, and water bodies and their surrounding areas are potentially shrinking ecological space. (2) Artificial construction activities will disturb the ecological space, with the change in agricultural land being the main factor affecting the change in the ecological space boundary. (3) The Ecological Conservation Redline has a significant effect on the protection of the rural ecological space. The results of this study can provide a reference for rural planning and the formulation of protection policies in urban fringe areas.

Suggested Citation

  • Yangyang Yuan & Yuchen Yang & Ruijun Wang & Yuning Cheng, 2022. "Predicting Rural Ecological Space Boundaries in the Urban Fringe Area Based on Bayesian Network: A Case Study in Nanjing, China," Land, MDPI, vol. 11(11), pages 1-24, October.
  • Handle: RePEc:gam:jlands:v:11:y:2022:i:11:p:1886-:d:952063
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    References listed on IDEAS

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    1. Mansour, Shawky & Al-Belushi, Mohammed & Al-Awadhi, Talal, 2020. "Monitoring land use and land cover changes in the mountainous cities of Oman using GIS and CA-Markov modelling techniques," Land Use Policy, Elsevier, vol. 91(C).
    2. Tingting Xu & Dingjie Zhou & Yuhua Li, 2022. "Integrating ANNs and Cellular Automata–Markov Chain to Simulate Urban Expansion with Annual Land Use Data," Land, MDPI, vol. 11(7), pages 1-15, July.
    3. Tianyi Zhao & Yuning Cheng & Yiyang Fan & Xiangnan Fan, 2022. "Functional Tradeoffs and Feature Recognition of Rural Production–Living–Ecological Spaces," Land, MDPI, vol. 11(7), pages 1-27, July.
    4. Michel Hagoort & Stan Geertman & Henk Ottens, 2008. "Spatial externalities, neighbourhood rules and CA land-use modelling," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 42(1), pages 39-56, March.
    5. Rui Bai & Ying Shi & Ying Pan, 2022. "Land-Use Classifying and Identification of the Production-Living-Ecological Space of Island Villages—A Case Study of Islands in the Western Sea Area of Guangdong Province," Land, MDPI, vol. 11(5), pages 1-20, May.
    6. Pengnan Xiao & Jie Xu & Chong Zhao, 2022. "Conflict Identification and Zoning Optimization of “Production-Living-Ecological” Space," IJERPH, MDPI, vol. 19(13), pages 1-27, June.
    7. Yuanyuan Yang & Wenkai Bao & Yuheng Li & Yongsheng Wang & Zongfeng Chen, 2020. "Land Use Transition and Its Eco-Environmental Effects in the Beijing–Tianjin–Hebei Urban Agglomeration: A Production–Living–Ecological Perspective," Land, MDPI, vol. 9(9), pages 1-24, August.
    8. Chao Zhang & Dayi Lin & Lixia Wang & Haiguang Hao & Yuanyuan Li, 2022. "The Effects of the Ecological Conservation Redline in China: A Case Study in Anji County," IJERPH, MDPI, vol. 19(13), pages 1-13, June.
    9. Tian, Fenghao & Li, Mingyu & Han, Xulong & Liu, Hui & Mo, Boxian, 2020. "A Production–Living–Ecological Space Model for Land-Use Optimisation: A case study of the core Tumen River region in China," Ecological Modelling, Elsevier, vol. 437(C).
    10. Lingyu Kong & Xiaodong Xu & Wei Wang & Jinxiu Wu & Meiying Zhang, 2021. "Comprehensive Evaluation and Quantitative Research on the Living Protection of Traditional Villages from the Perspective of “Production–Living–Ecology”," Land, MDPI, vol. 10(6), pages 1-25, May.
    11. Saaty, Thomas L., 1990. "How to make a decision: The analytic hierarchy process," European Journal of Operational Research, Elsevier, vol. 48(1), pages 9-26, September.
    12. Meyer, Spencer R. & Johnson, Michelle L. & Lilieholm, Robert J. & Cronan, Christopher S., 2014. "Development of a stakeholder-driven spatial modeling framework for strategic landscape planning using Bayesian networks across two urban-rural gradients in Maine, USA," Ecological Modelling, Elsevier, vol. 291(C), pages 42-57.
    Full references (including those not matched with items on IDEAS)

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