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A Machine Learning Framework for Assessing Urban Growth of Cities and Suitability Analysis

Author

Listed:
  • Anne A. Gharaibeh

    (Department of City Planning and Design, College of Architecture and Design, Jordan University of Science and Technology, Irbid 22110, Jordan)

  • Mohammad A. Jaradat

    (Department of Mechanical Engineering, College of Engineering, American University of Sharjah, Sharjah 26666, United Arab Emirates
    Department of Mechanical Engineering, College of Engineering, Jordan University of Science and Technology, Irbid 22110, Jordan)

  • Lamees M. Kanaan

    (Department of City Planning and Design, College of Architecture and Design, Jordan University of Science and Technology, Irbid 22110, Jordan)

Abstract

Rural–urban immigration, regional wars, refugees, and natural disasters all bring to prominence the importance of studying urban growth. Increased urban growth rates are becoming a global phenomenon creating stress on agricultural land, spreading pollution, accelerating global warming, and increasing water run-off, which adds exponentially to pressure on natural resources and impacts climate change. Based on the integration of machine learning (ML) and geographic information system (GIS), we employed a framework to delineate future urban boundaries for future expansion and urban agglomerations. We developed it based on a Time Delay Neural Network (TDNN) that depends on equal time intervals of urban growth. Such an approach is used for the first time in urban growth as a predictive tool and is coupled with Land Suitability Analysis, which incorporates both qualitative and quantitative data to propose evaluated urban growth in the Greater Irbid Municipality, Jordan. The results show the recommended future spatial expansion and proposed results for the year 2025. The results show that urban growth is more prevalent in the eastern, northern, and southern areas and less in the west. The urban growth boundary map illustrates that the continuation of urban growth in these areas will slowly further encroach upon and diminish agricultural land. By means of suitability analysis, the results showed that 51% of the region is unsuitable for growth, 43% is moderately suitable and only 6% is suitable for growth. Based on TDNN methodology, which is an ML framework that is dependent on the growth of urban boundaries, we can track and predict the trend of urban spatial expansion and thus develop policies for protecting ecological and agricultural lands and optimizing and directing urban growth.

Suggested Citation

  • Anne A. Gharaibeh & Mohammad A. Jaradat & Lamees M. Kanaan, 2023. "A Machine Learning Framework for Assessing Urban Growth of Cities and Suitability Analysis," Land, MDPI, vol. 12(1), pages 1-19, January.
    • Handle: RePEc:gam:jlands:v:12:y:2023:i:1:p:214-:d:1030145
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    References listed on IDEAS

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    1. Han, Albert T. & Go, Min Hee, 2019. "Explaining the national variation of land use: A cross-national analysis of greenbelt policy in five countries," Land Use Policy, Elsevier, vol. 81(C), pages 644-656.
    2. Dingrao Feng & Wenkai Bao & Meichen Fu & Min Zhang & Yiyu Sun, 2021. "Current and Future Land Use Characters of a National Central City in Eco-Fragile Region—A Case Study in Xi’an City Based on FLUS Model," Land, MDPI, vol. 10(3), pages 1-25, March.
    3. Siqi Yi & Yong Zhou & Qing Li, 2022. "A New Perspective for Urban Development Boundary Delineation Based on the MCR Model and CA-Markov Model," Land, MDPI, vol. 11(3), pages 1-16, March.
    4. 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.
    5. United Nations UN, 2015. "Transforming our World: the 2030 Agenda for Sustainable Development," Working Papers id:7559, eSocialSciences.
    6. Biao Zheng & Guangsheng Liu & Hongmei Wang & Yingxuan Cheng & Zongliang Lu & Huawei Liu & Xuexin Zhu & Miaomiao Wang & Lu Yi, 2018. "Study on the Delimitation of the Urban Development Boundary in a Special Economic Zone: A Case Study of the Central Urban Area of Doumen in Zhuhai, China," Sustainability, MDPI, vol. 10(3), pages 1-22, March.
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