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Framework for monitoring the conversion of cultivated land to construction land using SAR image time series
Wang, Yafei1; Zhao, Feifei1; Cheng, Liang1; Yang, Kang1
刊名REMOTE SENSING LETTERS
2015
卷号6期号:10
通讯作者Zhao, FF (reprint author), Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing, Peoples R China.
英文摘要The land cover change from cultivated land to construction land is a world issue since the urbanization process is extensively studied around the world. Chengdu, China, is a representative urbanization area, where cloud cover is very high most of the time, restricting the use of visible and near-infrared satellite data. Here, we present a novel framework for land change monitoring based on synthetic aperture radar (SAR) time series, which comprises three key components: (1) construction of pixel-level SAR image time series; (2) spatio-temporal similarity analysis based on morphological-structural characteristics of time series; and (3) iterative binary partition mean square error model analysis to ascertain change nodes. Experimental results showed that the proposed framework could effectively extract the change nodes and change pixels, with correctness of 85.82% and completeness of 84.78%, outperforming the time-series-only (non-spatial) method, as well as traditional classification methods, and the same framework using shorter Landsat TM image time series.
研究领域[WOS]Remote Sensing ; Imaging Science & Photographic Technology
收录类别SCI ; EI
语种英语
WOS记录号WOS:000360518900007
内容类型期刊论文
源URL[http://ir.ceode.ac.cn/handle/183411/38370]  
专题遥感与数字地球研究所_SCI/EI期刊论文_期刊论文
作者单位1.[Wang, Yafei] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing, Peoples R China
2.[Zhao, Feifei] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing, Peoples R China
3.[Wang, Yafei] Chinese Acad Sci, Key Lab Reg Sustainable Dev Modeling, Beijing, Peoples R China
4.[Wang, Yafei
5.Zhao, Feifei] Univ Chinese Acad Sci, Beijing, Peoples R China
6.[Cheng, Liang
7.Yang, Kang] Nanjing Univ, Jiangsu Prov Key Lab Geog Informat Sci & Technol, Nanjing 210008, Jiangsu, Peoples R China
推荐引用方式
GB/T 7714
Wang, Yafei,Zhao, Feifei,Cheng, Liang,et al. Framework for monitoring the conversion of cultivated land to construction land using SAR image time series[J]. REMOTE SENSING LETTERS,2015,6(10).
APA Wang, Yafei,Zhao, Feifei,Cheng, Liang,&Yang, Kang.(2015).Framework for monitoring the conversion of cultivated land to construction land using SAR image time series.REMOTE SENSING LETTERS,6(10).
MLA Wang, Yafei,et al."Framework for monitoring the conversion of cultivated land to construction land using SAR image time series".REMOTE SENSING LETTERS 6.10(2015).
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