Principal component analysis of stacked multi-temporal images for the monitoring of rapid urban expansion in the Pearl River Delta

被引:211
作者
Li, X [1 ]
Yeh, AGO
机构
[1] Guangzhou Inst Geog, Ctr Remote Sensing, Guangzhou 510070, Peoples R China
[2] Univ Hong Kong, Ctr Urban Planning & Environm Management, Hong Kong, Hong Kong
关键词
D O I
10.1080/014311698215315
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
The Pearl River Delta is experiencing very fast urban growth in recent years which has caused rapid loss of the valuable agricultural land in this fertile region. There is a great need to monitor the rapid urban expansion using remote sensing for urban planning and management purposes. However, it has been well recognized that there is significant over-estimation of land use change in using multi-temporal images for change detection because of inadequate creation of classification signatures. This paper presents a principal component analysis of stacked multi-temporal images method to reduce such errors. The study demonstrates that this method can reduce errors in change detection using multitemporal images and provide a very useful way in monitoring rapid land use changes and urban expansion in the Pearl River Delta and other parts of the world.
引用
收藏
页码:1501 / 1518
页数:18
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