High-Resolution Mapping of Urban Surface Water Using ZY-3 Multi-Spectral Imagery
文献类型:期刊论文
作者 | Yao, Fangfang1; Wang, Chao1; Dong, Di1; Luo, Jiancheng1; Shen, Zhanfeng1; Yang, Kehan1 |
刊名 | REMOTE SENSING
![]() |
出版日期 | 2015 |
卷号 | 7期号:9页码:1470-1489 |
关键词 | ZY-3 Urban water bodies Water index Threshold stability Shadow detection Urban remote sensing Support Vector Machine |
通讯作者 | Luo, JC (reprint author), Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China. |
英文摘要 | Accurate information of urban surface water is important for assessing the role it plays in urban ecosystem services under the content of urbanization and climate change. However, high-resolution monitoring of urban water bodies using remote sensing remains a challenge because of the limitation of previous water indices and the dark building shadow effect. To address this problem, we proposed an automated urban water extraction method (UWEM) which combines a new water index, together with a building shadow detection method. Firstly, we trained the parameters of UWEM using ZY-3 imagery of Qingdao, China. Then we verified the algorithm using five other sub-scenes (Aksu, Fuzhou, Hanyang, Huangpo and Huainan) ZY-3 imagery. The performance was compared with that of the Normalized Difference Water Index (NDWI). Results indicated that UWEM performed significantly better at the sub-scenes with kappa coefficients improved by 7.87%, 32.35%, 12.64%, 29.72%, 14.29%, respectively, and total omission and commission error reduced by 61.53%, 65.74%, 83.51%, 82.44%, and 74.40%, respectively. Furthermore, UWEM has more stable performances than NDWI's in a range of thresholds near zero. It reduces the over- and under-estimation issues which often accompany previous water indices when mapping urban surface water under complex environmental conditions. |
研究领域[WOS] | Remote Sensing |
收录类别 | SCI ; EI |
语种 | 英语 |
WOS记录号 | WOS:000362511400063 |
源URL | [http://ir.ceode.ac.cn/handle/183411/38115] ![]() |
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.[Yao, Fangfang 2.Dong, Di 3.Luo, Jiancheng 4.Yang, Kehan] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China 5.[Yao, Fangfang 6.Dong, Di 7.Yang, Kehan] Univ Chinese Acad Sci, Beijing 100049, Peoples R China 8.[Wang, Chao] Univ Puerto Rico, Dept Environm Sci, San Juan, PR 00931 USA 9.[Shen, Zhanfeng] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Natl Engn Res Ctr Geoinformat, Beijing 100101, Peoples R China |
推荐引用方式 GB/T 7714 | Yao, Fangfang,Wang, Chao,Dong, Di,et al. High-Resolution Mapping of Urban Surface Water Using ZY-3 Multi-Spectral Imagery[J]. REMOTE SENSING,2015,7(9):1470-1489. |
APA | Yao, Fangfang,Wang, Chao,Dong, Di,Luo, Jiancheng,Shen, Zhanfeng,&Yang, Kehan.(2015).High-Resolution Mapping of Urban Surface Water Using ZY-3 Multi-Spectral Imagery.REMOTE SENSING,7(9),1470-1489. |
MLA | Yao, Fangfang,et al."High-Resolution Mapping of Urban Surface Water Using ZY-3 Multi-Spectral Imagery".REMOTE SENSING 7.9(2015):1470-1489. |
入库方式: OAI收割
来源:遥感与数字地球研究所
浏览0
下载0
收藏0
其他版本
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。