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The Application of Genetic Algorithm in Land Use Optimization Research: A Review

Author

Listed:
  • Xiaoe Ding

    (School of Information Engineering, China University of Geosciences (Beijing), Beijing 100083, China)

  • Minrui Zheng

    (School of Public Administration and Policy, Renmin University of China, Beijing 100872, China)

  • Xinqi Zheng

    (School of Information Engineering, China University of Geosciences (Beijing), Beijing 100083, China
    Technology Innovation Center for Territory Spatial Big-Data, MNR of China, Beijing 100036, China)

Abstract

Land use optimization (LUO) first considers which types of land use should exist in a certain area, and secondly, how to allocate these land use types to specific land grid units. As an intelligent global optimization search algorithm, the Genetic Algorithm (GA) has been widely used in this field. However, there are no comprehensive reviews concerning the development process for the application of the Genetic Algorithm in land use optimization (GA-LUO). This article used a bibliometric analysis method to explore current state and development trends for GA-LUO from 1154 relevant documents published over the past 25 years from Web of Science. We also displayed a visualization network from the aspects of core authors, research institutions, and highly cited literature. The results show the following: (1) The countries that published the most articles are the United States and China, and the Chinese Academy of Sciences is the research institution that publishes the most articles. (2) The top 10 cited articles focused on describing how to build GA models for multi-objective LUO. (3) According to the number of keywords that appear for the first time in each time period, we divided the process of GA-LUO into four stages: the presentation and improvement of methods stage (1995–2004), the optimization stage (2005–2008), the hybrid application of multiple models stage (2009–2016), and the introduction of the latest method stage (after 2017). Furthermore, future research trends are mainly manifested in integrating together algorithms with GA and deepening existing research results. This review could help researchers know this research domain well and provide effective solutions for land use problems to ensure the sustainable use of land resources.

Suggested Citation

  • Xiaoe Ding & Minrui Zheng & Xinqi Zheng, 2021. "The Application of Genetic Algorithm in Land Use Optimization Research: A Review," Land, MDPI, vol. 10(5), pages 1-21, May.
    • Handle: RePEc:gam:jlands:v:10:y:2021:i:5:p:526-:d:554597
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    References listed on IDEAS

    as
    1. Liu, Xiaoping & Ou, Jinpei & Li, Xia & Ai, Bin, 2013. "Combining system dynamics and hybrid particle swarm optimization for land use allocation," Ecological Modelling, Elsevier, vol. 257(C), pages 11-24.
    2. Jianhua Hou & Xiucai Yang & Chaomei Chen, 2018. "Emerging trends and new developments in information science: a document co-citation analysis (2009–2016)," Scientometrics, Springer;Akadémiai Kiadó, vol. 115(2), pages 869-892, May.
    3. Ruci Wang & Hao Hou & Yuji Murayama, 2018. "Scenario-Based Simulation of Tianjin City Using a Cellular Automata–Markov Model," Sustainability, MDPI, vol. 10(8), pages 1-20, July.
    4. Yuling Peng & Aiwen Lin & Ke Wang & Fenglian Liu & Fang Zeng & Li Yang, 2015. "Global trends in DEM-related research from 1994 to 2013: a bibliometric analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 105(1), pages 347-366, October.
    5. Zhigao Liu & Yimei Yin & Weidong Liu & Michael Dunford, 2015. "Visualizing the intellectual structure and evolution of innovation systems research: a bibliometric analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 103(1), pages 135-158, April.
    6. Jessica Stubenrauch & Beatrice Garske & Felix Ekardt, 2018. "Sustainable Land Use, Soil Protection and Phosphorus Management from a Cross-National Perspective," Sustainability, MDPI, vol. 10(6), pages 1-23, June.
    7. Kwabena Asiama & Rohan Bennett & Jaap Zevenbergen, 2019. "Towards Responsible Consolidation of Customary Lands: A Research Synthesis," Land, MDPI, vol. 8(11), pages 1-22, October.
    8. Yan Liu & Yongjiu Feng & Robert Gilmore Pontius, 2014. "Spatially-Explicit Simulation of Urban Growth through Self-Adaptive Genetic Algorithm and Cellular Automata Modelling," Land, MDPI, vol. 3(3), pages 1-20, July.
    9. Lei Wan & Huiyu Liu & Haibo Gong & Yujia Ren, 2020. "Effects of Climate and Land Use changes on Vegetation Dynamics in the Yangtze River Delta, China Based on Abrupt Change Analysis," Sustainability, MDPI, vol. 12(5), pages 1-20, March.
    10. Mohammed Ali Berawi & Gunawan Saroji & Fuad Adrian Iskandar & Bernard Elpetino Ibrahim & Perdana Miraj & Mustika Sari, 2020. "Optimizing Land Use Allocation of Transit-Oriented Development (TOD) to Generate Maximum Ridership," Sustainability, MDPI, vol. 12(9), pages 1-20, May.
    11. Le Bivic, Camille & Melot, Romain, 2020. "Scheduling urbanization in rural municipalities: Local practices in land-use planning on the fringes of the Paris region," Land Use Policy, Elsevier, vol. 99(C).
    12. Bin Yang & Jun He, 2021. "Global Land Grabbing: A Critical Review of Case Studies across the World," Land, MDPI, vol. 10(3), pages 1-19, March.
    13. Carlos Olmeda-Gómez & Maria-Antonia Ovalle-Perandones & Antonio Perianes-Rodríguez, 2017. "Co-word analysis and thematic landscapes in Spanish information science literature, 1985–2014," Scientometrics, Springer;Akadémiai Kiadó, vol. 113(1), pages 195-217, October.
    14. Jiapei Wei & Gefu Liang & James Alex & Tongchao Zhang & Chunbo Ma, 2020. "Research Progress of Energy Utilization of Agricultural Waste in China: Bibliometric Analysis by Citespace," Sustainability, MDPI, vol. 12(3), pages 1-22, January.
    15. Hsin-Ning Su & Pei-Chun Lee, 2010. "Mapping knowledge structure by keyword co-occurrence: a first look at journal papers in Technology Foresight," Scientometrics, Springer;Akadémiai Kiadó, vol. 85(1), pages 65-79, October.
    16. Wuzhao Xue & Hua Li & Rizwan Ali & Ramiz Ur Rehman, 2020. "Knowledge Mapping of Corporate Financial Performance Research: A Visual Analysis Using Cite Space and Ucinet," Sustainability, MDPI, vol. 12(9), pages 1-21, April.
    17. Aleixandre-Benavent, Rafael & Aleixandre-Tudó, José Luis & Castelló-Cogollos, Lourdes & Aleixandre, José Luis, 2018. "Trends in global research in deforestation. A bibliometric analysis," Land Use Policy, Elsevier, vol. 72(C), pages 293-302.
    18. Melania Michetti & Matteo Zampieri, 2014. "Climate–Human–Land Interactions: A Review of Major Modelling Approaches," Land, MDPI, vol. 3(3), pages 1-41, July.
    19. Hui Yang & Xuexin Shao & Ming Wu, 2019. "A Review on Ecosystem Health Research: A Visualization Based on CiteSpace," Sustainability, MDPI, vol. 11(18), pages 1-19, September.
    20. Krystyna Kurowska & Renata Marks-Bielska & Stanisław Bielski & Audrius Aleknavičius & Cezary Kowalczyk, 2020. "Geographic Information Systems and the Sustainable Development of Rural Areas," Land, MDPI, vol. 10(1), pages 1-18, December.
    21. Ying Huang & Jannik Schuehle & Alan L. Porter & Jan Youtie, 2015. "A systematic method to create search strategies for emerging technologies based on the Web of Science: illustrated for ‘Big Data’," Scientometrics, Springer;Akadémiai Kiadó, vol. 105(3), pages 2005-2022, December.
    22. Yanhua Zhuang & Xingjian Liu & Thuminh Nguyen & Qingqing He & Song Hong, 2013. "Global remote sensing research trends during 1991–2010: a bibliometric analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 96(1), pages 203-219, July.
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    2. Tingting Pan & Fengqin Yan & Fenzhen Su & Vincent Lyne & Chaodong Zhou, 2022. "Land Use Optimization for Coastal Urban Agglomerations Based on Economic and Ecological Gravitational Linkages and Accessibility," Land, MDPI, vol. 11(7), pages 1-18, July.
    3. Xujing Yu & Liping Shan & Yuzhe Wu, 2021. "Land Use Optimization in a Resource-Exhausted City Based on Simulation of the F-E-W Nexus," Land, MDPI, vol. 10(10), pages 1-22, September.
    4. Xinxin Fu & Xiaofeng Wang & Jitao Zhou & Jiahao Ma, 2021. "Optimizing the Production-Living-Ecological Space for Reducing the Ecosystem Services Deficit," Land, MDPI, vol. 10(10), pages 1-17, September.

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