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A novel spatio-temporal cellular automata model coupling partitioning with CNN-LSTM to urban land change simulation

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  • Zhou, Ye
  • Huang, Chen
  • Wu, Tao
  • Zhang, Mingyue

Abstract

Land use change (LUC) has gained attention as a core topic of global ecological environment change research. The cellular automata (CA) model affects the global layout through local changes, and is widely used in LUC. However, most previous studies are based on the assumption of the Markov model which ignores the temporal dependency of LUC. In addition, most researchers have used the identical transition rules when simulating LUC variation across a region, ignoring the spatial heterogeneity in LUC studies.

Suggested Citation

  • Zhou, Ye & Huang, Chen & Wu, Tao & Zhang, Mingyue, 2023. "A novel spatio-temporal cellular automata model coupling partitioning with CNN-LSTM to urban land change simulation," Ecological Modelling, Elsevier, vol. 482(C).
    • Handle: RePEc:eee:ecomod:v:482:y:2023:i:c:s0304380023001254
    DOI: 10.1016/j.ecolmodel.2023.110394
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    References listed on IDEAS

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    1. Andong Guo & Yuqing Zhang & Qing Hao, 2020. "Monitoring and Simulation of Dynamic Spatiotemporal Land Use/Cover Changes," Complexity, Hindawi, vol. 2020, pages 1-12, June.
    2. Huang, Daquan & Huang, Jing & Liu, Tao, 2019. "Delimiting urban growth boundaries using the CLUE-S model with village administrative boundaries," Land Use Policy, Elsevier, vol. 82(C), pages 422-435.
    3. Quang Chi Truong & Thao Hong Nguyen & Kenichi Tatsumi & Vu Thanh Pham & Van Pham Dang Tri, 2022. "A Land-Use Change Model to Support Land-Use Planning in the Mekong Delta (MEKOLUC)," Land, MDPI, vol. 11(2), pages 1-16, February.
    4. Naser Ahmadi-Sani & Lida Razaghnia & Timo Pukkala, 2022. "Effect of Land-Use Change on Runoff in Hyrcania," Land, MDPI, vol. 11(2), pages 1-14, January.
    5. Taingaun Sourn & Sophak Pok & Phanith Chou & Nareth Nut & Dyna Theng & P. V. Vara Prasad, 2022. "Assessment of Land Use and Land Cover Changes on Soil Erosion Using Remote Sensing, GIS and RUSLE Model: A Case Study of Battambang Province, Cambodia," Sustainability, MDPI, vol. 14(7), pages 1-24, March.
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    Cited by:

    1. Xiang Li & Jiang Zhu & Tao Liu & Xiangdong Yin & Jiangchun Yao & Hao Jiang & Bing Bu & Jianlong Yan & Yixuan Li & Zhangcheng Chen, 2023. "Quota and Space Allocations of New Urban Land Supported by Urban Growth Simulations: A Case Study of Guangzhou City, China," Land, MDPI, vol. 12(6), pages 1-21, June.
    2. Zeng, Haoran & Wang, Haijun & Zhang, Bin & Song, Youcheng & Cao, Xiaoxu & Li, Qiyuan, 2024. "A new cellular automata framework of urban growth modeling by incorporating land use policies and economic development zone planning," Ecological Modelling, Elsevier, vol. 498(C).

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