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Extracting Land Use Change Patterns of Rural Town Settlements with Sequence Alignment Method

Author

Listed:
  • Senkai Xie

    (School of Urban Planning & Design, Peking University Shenzhen Graduate School, Shenzhen 518055, China)

  • Wenjia Zhang

    (School of Urban Planning & Design, Peking University Shenzhen Graduate School, Shenzhen 518055, China)

  • Yi Zhao

    (School of Urban Planning & Design, Peking University Shenzhen Graduate School, Shenzhen 518055, China)

  • De Tong

    (School of Urban Planning & Design, Peking University Shenzhen Graduate School, Shenzhen 518055, China)

Abstract

Understanding land use change patterns of rural town settlements (RTSs) is crucial for rural and small-town planning; however, few studies have explored pattern mining approaches to RTS trajectory analysis. In this study, we adopted a novel method by building sequence alignment method (SAM) to detect representative trajectory clusters of land use change of 1158 RTSs in seven waves from 1980 to 2015 in Guangdong, China. The results suggest that there are 10 clusters of RTSs with varying trajectories of land use change, implying their differences in the development processes and underlying socioeconomic, demographical, and institutional factors. A spatial distribution map of RTSs shows that stable cultivated ecological and stable ecologically dominant RTSs are distributed in the northern, eastern, and western parts of Guangdong, whereas stable rural construction and stable mixed construction RTSs are mostly located around the provincial boundary. Notably, 73% of the RTSs that have undergone changes in land use types are located in the Pearl River Delta (PRD), including urbanized and agricultural upgraded RTSs. The analysis presented here summarizes the driving forces of the spatial evolution of RTSs, including the location, landforms, industries, and policy factors. This study provides dynamic policy implications to understand longitudinal and sequential spatial restructuring and regional coordinated development in the fast-growing PRD area.

Suggested Citation

  • Senkai Xie & Wenjia Zhang & Yi Zhao & De Tong, 2022. "Extracting Land Use Change Patterns of Rural Town Settlements with Sequence Alignment Method," Land, MDPI, vol. 11(2), pages 1-17, February.
    • Handle: RePEc:gam:jlands:v:11:y:2022:i:2:p:313-:d:753893
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    References listed on IDEAS

    as
    1. Elizabeth C. Delmelle, 2016. "Mapping the DNA of Urban Neighborhoods: Clustering Longitudinal Sequences of Neighborhood Socioeconomic Change," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 106(1), pages 36-56, January.
    2. Wen, Yangyang & Zhang, Zhengfeng & Liang, Di & Xu, Ze, 2020. "Rural Residential Land Transition in the Beijing-Tianjin-Hebei Region: Spatial-Temporal Patterns and Policy Implications," Land Use Policy, Elsevier, vol. 96(C).
    3. Jie Yin & Xu Zhao & Wenjia Zhang & Pei Wang, 2020. "Rural Land Use Change Driven by Informal Industrialization: Evidence from Fengzhuang Village in China," Land, MDPI, vol. 9(6), pages 1-17, June.
    4. Wenjia Zhang & Jean-Claude Thill, 2019. "Mesoscale Structures in World City Networks," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 109(3), pages 887-908, May.
    5. Yuchen Li & Yichun Xie, 2018. "A New Urban Typology Model Adapting Data Mining Analytics to Examine Dominant Trajectories of Neighborhood Change: A Case of Metro Detroit," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 108(5), pages 1313-1337, September.
    6. Cegielska, Katarzyna & Noszczyk, Tomasz & Kukulska, Anita & Szylar, Marta & Hernik, Józef & Dixon-Gough, Robert & Jombach, Sándor & Valánszki, István & Filepné Kovács, Krisztina, 2018. "Land use and land cover changes in post-socialist countries: Some observations from Hungary and Poland," Land Use Policy, Elsevier, vol. 78(C), pages 1-18.
    7. Xiao-Peng Song & Matthew C. Hansen & Stephen V. Stehman & Peter V. Potapov & Alexandra Tyukavina & Eric F. Vermote & John R. Townshend, 2018. "Global land change from 1982 to 2016," Nature, Nature, vol. 560(7720), pages 639-643, August.
    8. Kwan Ok Lee & Richard Smith & George Galster, 2017. "Subsidized Housing and Residential Trajectories: An Application of Matched Sequence Analysis," Housing Policy Debate, Taylor & Francis Journals, vol. 27(6), pages 843-874, November.
    9. Yanqiong Ye & Jiaen Zhang & Ting Wang & Hui Bai & Xuan Wang & Wei Zhao, 2021. "Changes in Land-Use and Ecosystem Service Value in Guangdong Province, Southern China, from 1990 to 2018," Land, MDPI, vol. 10(4), pages 1-19, April.
    10. Zhou, Yang & Li, Xunhuan & Liu, Yansui, 2020. "Land use change and driving factors in rural China during the period 1995-2015," Land Use Policy, Elsevier, vol. 99(C).
    11. Uisso, Amani Michael & Tanrıvermiş, Harun, 2021. "Driving factors and assessment of changes in the use of arable land in Tanzania," Land Use Policy, Elsevier, vol. 104(C).
    12. Xiao Zhang & Yuanjie Deng & Mengyang Hou & Shunbo Yao, 2021. "Response of Land Use Change to the Grain for Green Program and Its Driving Forces in the Loess Hilly-Gully Region," Land, MDPI, vol. 10(2), pages 1-28, February.
    13. Zhou, Lin & Zhang, Wenjia & Fang, Chenyu & Sun, Hanyue & Lin, Jian, 2020. "Actors and network in the marketization of rural collectively-owned commercial construction land (RCOCCL) in China: A pilot case of Langfa, Beijing," Land Use Policy, Elsevier, vol. 99(C).
    14. Ziyang Cao & Zhifeng Wu & Yaoqiu Kuang & Ningsheng Huang & Meng Wang, 2016. "Coupling an Intercalibration of Radiance-Calibrated Nighttime Light Images and Land Use/Cover Data for Modeling and Analyzing the Distribution of GDP in Guangdong, China," Sustainability, MDPI, vol. 8(2), pages 1-18, January.
    15. Xiao-Peng Song & Matthew C. Hansen & Stephen V. Stehman & Peter V. Potapov & Alexandra Tyukavina & Eric F. Vermote & John R. Townshend, 2018. "Author Correction: Global land change from 1982 to 2016," Nature, Nature, vol. 563(7732), pages 26-26, November.
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    Cited by:

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    2. Kairui Guo & Yong Huang & Dan Chen, 2022. "Analysis of the Expansion Characteristics of Rural Settlements Based on Scale Growth Function in Himalayan Region," Land, MDPI, vol. 11(3), pages 1-17, March.
    3. Yongqiang Sun & Yan Li & Jing Gao & Yan Yan, 2022. "Spatial and Temporal Patterns of Urban Land Use Structure in Small Towns in China," Land, MDPI, vol. 11(8), pages 1-16, August.

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