Simulating urban expansion using a cloud-based cellular automata model: A case study of Jiangxia, Wuhan, China
Wang H. J. ; He S. W. ; Liu X. J. ; Dai L. ; Pan P. ; Hong S. ; Zhang W. T.
2013
关键词Urban growth Cellular automata Cloud model Uncertainties Wuhan land-use dynamics transition rules categorical maps gis uncertainty growth urbanization optimization integration validation
英文摘要Because of the complexity of urban systems, the dynamic process of urban expansion is filled with uncertainty. Although many studies have been done on cellular automata (CA)-based urban expansion models, the measurements of uncertainties and uncertainty propagation were commonly neglected when constructing CA models. The cloud model can express uncertainty and its propagation, and coherently integrates fuzziness and randomness as well as overcoming the limitations of fuzzy theory and the Monte Carlo method. A cloud-based CA (cloud-CA) model is presented in this paper to represent uncertainty propagation and show the dependence of simulation results on different degrees of uncertainty represented by hyper-entropy (He). We implemented the cloud-CA model and applied it on the simulation of the urban expansion in Jiangxia, Wuhan, China. After constructing the appropriate parameter settings for the cloud-CA model, a comparison of cloud-CA with the fuzzy-set-based CA (fuzzy-CA) model, and the hybrid CA model based on fuzzy set and the Monte Carlo method (FSMC-CA) was made by simulating spatial patterns of urban growth in Jiangxia from 2002 to 2007. The experiment indicated that the cloud-CA model has a better performance than the other two CA models, with higher kappa indices and figure of merit, proving the effectiveness of the cloud-CA model. Crown Copyright (C) 2012 Published by Elsevier B.V. All rights reserved.
出处Landscape and Urban Planning
110
99-112
收录类别SCI
语种英语
ISSN号0169-2046
内容类型SCI/SSCI论文
源URL[http://ir.igsnrr.ac.cn/handle/311030/30214]  
专题地理科学与资源研究所_历年回溯文献
推荐引用方式
GB/T 7714
Wang H. J.,He S. W.,Liu X. J.,et al. Simulating urban expansion using a cloud-based cellular automata model: A case study of Jiangxia, Wuhan, China. 2013.
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