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Assessment of Urban Agglomeration Ecological Sustainability and Identification of Influencing Factors: Based on the 3DEF Model and the Random Forest

Author

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  • Zhigang Li

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

  • Jie Yang

    (College of Management Science, Chengdu University of Technology, Chengdu 610059, China
    The Engineering & Technical College of Chengdu University of Technology, Leshan 614000, China)

  • Jialong Zhong

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

  • Dong Zhang

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

Abstract

The evaluation of ecological sustainability is significant for high-quality urban development and scientific management and regulation. Taking the Chengdu urban agglomeration (CUA) as the research object, this paper combined the three-dimensional ecological footprint model (3DEF) and random forest to evaluate the ecological sustainability of the study area and identify the influencing factors. The study results indicate that: (1) From 2000 to 2019, the ecological sustainability of Chengdu urban agglomeration was divided into four types, and the overall ecological sustainability of this region showed a downward trend. The areas with higher ecological sustainability were mainly distributed in the northern part of the urban agglomeration (Mianyang City) and the southern part (Leshan City and Ya’an City), while the cities in the central region (Chengdu City, Meishan City, and Ziyang City) had lower ecological sustainability. (2) The main factors affecting the ecological sustainability of urban agglomerations are industrial wastewater discharge, industrial smoke (powder) dust discharge, and green coverage of built-up areas, followed by urbanization and population size. Through this study, we have two meaningful findings: (a) Our research method in this paper provides a new way to study the factors affecting the ecological sustainability of urban agglomerations. (b) The results of the identification of influencing factors might be the reference for urban environmental infrastructure construction and urban planning.

Suggested Citation

  • Zhigang Li & Jie Yang & Jialong Zhong & Dong Zhang, 2022. "Assessment of Urban Agglomeration Ecological Sustainability and Identification of Influencing Factors: Based on the 3DEF Model and the Random Forest," IJERPH, MDPI, vol. 20(1), pages 1-15, December.
    • Handle: RePEc:gam:jijerp:v:20:y:2022:i:1:p:422-:d:1016295
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    References listed on IDEAS

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    1. Niccolucci, V. & Bastianoni, S. & Tiezzi, E.B.P. & Wackernagel, M. & Marchettini, N., 2009. "How deep is the footprint? A 3D representation," Ecological Modelling, Elsevier, vol. 220(20), pages 2819-2823.
    2. Bo-Xun Huang & Shang-Chia Chiou & Wen-Ying Li, 2021. "Landscape Pattern and Ecological Network Structure in Urban Green Space Planning: A Case Study of Fuzhou City," Land, MDPI, vol. 10(8), pages 1-23, July.
    3. Jing Guo, 2022. "Evaluation and Prediction of Ecological Sustainability in the Upper Reaches of the Yellow River Based on Improved Three-Dimensional Ecological Footprint Model," IJERPH, MDPI, vol. 19(20), pages 1-25, October.
    4. Markus Loecher, 2022. "Unbiased variable importance for random forests," Communications in Statistics - Theory and Methods, Taylor & Francis Journals, vol. 51(5), pages 1413-1425, March.
    5. Ye-Ning Wang & Qiang Zhou & Hao-Wei Wang, 2020. "Assessing Ecological Carrying Capacity in the Guangdong-Hong Kong-Macao Greater Bay Area Based on a Three-Dimensional Ecological Footprint Model," Sustainability, MDPI, vol. 12(22), pages 1-18, November.
    6. Lenzen, Manfred & Murray, Shauna A., 2001. "A modified ecological footprint method and its application to Australia," Ecological Economics, Elsevier, vol. 37(2), pages 229-255, May.
    7. Yening Wang & Yuantong Jiang & Yuanmao Zheng & Haowei Wang, 2019. "Assessing the Ecological Carrying Capacity Based on Revised Three-Dimensional Ecological Footprint Model in Inner Mongolia, China," Sustainability, MDPI, vol. 11(7), pages 1-18, April.
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