Integration of principal components analysis and cellular automata for spatial decisionmaking and urban simulation

被引:17
作者
Li, X [1 ]
Yeh, GO
机构
[1] Guangzhou Inst Geog, Guangzhou 510070, Peoples R China
[2] Univ Hong Kong, Ctr Urban Planning & Environm Management, Hong Kong, Hong Kong, Peoples R China
来源
SCIENCE IN CHINA SERIES D-EARTH SCIENCES | 2002年 / 45卷 / 06期
基金
中国国家自然科学基金;
关键词
principal components analysis; cellular automata; geographical information systems; urban simulation;
D O I
10.1360/02yd9054
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
This paper discusses the issues about the correlation of spatial variables during spatial decisionmaking using multicriteria evaluation (MCE) and cellular automata (CA). The correlation of spatial variables can cause the malfunction of MCE. In urban simulation, spatial factors often exhibit a high degree of correlation which is considered as an undesirable property for MCE. This study uses principal components analysis (PCA) to remove data redundancy among a large set of spatial variables and determine 'ideal points' for land development. PCA is integrated with cellular automata and geographical information systems (GIS) for the simulation of idealized urban forms for planning purposes.
引用
收藏
页码:521 / 529
页数:9
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