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A spatiotemporal model of land use change based on ant colony optimization, Markov chain and cellular automata

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  • Yang, Xin
  • Zheng, Xin-Qi
  • Lv, Li-Na

Abstract

This paper proposes a spatiotemporal model of land use change based on ant colony optimization (ACO), Markov chain and cellular automata (CA). These three methodologies have previously been used separately or in pairs to simulate land use change. In this paper, we apply them in combination, using ant colony optimization and cellular automata to manage the spatial distribution of land use, and applying Markov chain and cellular automata to manage the total amount of land use coverage. We first describe the principle and implementation of the model. Then a land use map of an experimental area (Changping, a district of Beijing) based on land use maps from 1988 and 1998 is simulated for 2008 using the model. By analyzing with real situation, accuracy of the simulation result manifests that the model is useful for land use change simulation. And compared with the other two models (CA–Markov model and ACO–CA model), the model is more appropriate in predicting both the quantity and spatial distribution of land use change in the study area. Therefore the model proposed by this paper is capable of simulating land use change.

Suggested Citation

  • Yang, Xin & Zheng, Xin-Qi & Lv, Li-Na, 2012. "A spatiotemporal model of land use change based on ant colony optimization, Markov chain and cellular automata," Ecological Modelling, Elsevier, vol. 233(C), pages 11-19.
  • Handle: RePEc:eee:ecomod:v:233:y:2012:i:c:p:11-19
    DOI: 10.1016/j.ecolmodel.2012.03.011
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    References listed on IDEAS

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    1. Rutherford, Gillian N. & Bebi, Peter & Edwards, Peter J. & Zimmermann, Niklaus E., 2008. "Assessing land-use statistics to model land cover change in a mountainous landscape in the European Alps," Ecological Modelling, Elsevier, vol. 212(3), pages 460-471.
    2. Castella, Jean-Christophe & Verburg, Peter H., 2007. "Combination of process-oriented and pattern-oriented models of land-use change in a mountain area of Vietnam," Ecological Modelling, Elsevier, vol. 202(3), pages 410-420.
    3. R White & G Engelen, 1993. "Cellular Automata and Fractal Urban Form: A Cellular Modelling Approach to the Evolution of Urban Land-Use Patterns," Environment and Planning A, , vol. 25(8), pages 1175-1199, August.
    4. Tian, Guangjin & Ouyang, Yun & Quan, Quan & Wu, Jianguo, 2011. "Simulating spatiotemporal dynamics of urbanization with multi-agent systems—A case study of the Phoenix metropolitan region, USA," Ecological Modelling, Elsevier, vol. 222(5), pages 1129-1138.
    5. Clancy, Damian & Tanner, Jason E. & McWilliam, Stephen & Spencer, Matthew, 2010. "Quantifying parameter uncertainty in a coral reef model using Metropolis-Coupled Markov Chain Monte Carlo," Ecological Modelling, Elsevier, vol. 221(10), pages 1337-1347.
    6. Bo Huang & Chenglin Xie & Richard Tay & Bo Wu, 2009. "Land-Use-Change Modeling Using Unbalanced Support-Vector Machines," Environment and Planning B, , vol. 36(3), pages 398-416, June.
    7. F Wu & C J Webster, 1998. "Simulation of Land Development through the Integration of Cellular Automata and Multicriteria Evaluation," Environment and Planning B, , vol. 25(1), pages 103-126, February.
    8. Risch, Anita C. & Schütz, Martin & Bugmann, Harald, 2009. "Predicting long-term development of abandoned subalpine conifer forests in the Swiss National Park," Ecological Modelling, Elsevier, vol. 220(13), pages 1578-1585.
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