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 |
卷 | 110 |
页 | 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. |
个性服务 |
查看访问统计 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论