Arid
DOI10.1016/j.ejrs.2017.12.001
Minimizing labeling ambiguity during classification process of the geological units covering the central part of the Suez Canal Corridor, Egypt using their radar scattering response
Abdeen, Mamdouh M.; Gaber, Ahmed; Shokr, Mohamed; El-Saadawy, Omnia A.
通讯作者Abdeen, MM
来源期刊EGYPTIAN JOURNAL OF REMOTE SENSING AND SPACE SCIENCES
ISSN1110-9823
EISSN2090-2476
出版年2018
卷号21页码:S55-S66
英文摘要Deriving information about the geometrical and dielectrical characteristics of objects using optical and radar satellite sensors is valuable for delineating and classifying surficial sediments. In the present study, unsupervised and supervised classifications of the Landsat-8 and the full-polarimetric Radarsat-2 data were used to map the different geological units and to reduce labeling ambiguity during classification processes. The study covers the central part of the Suez Canal Corridor in northeast Egypt. The full-polarimetric Radarsat-2 image was decomposed, filtered and geo-referenced to extract the scattering response of the different land cover and geological units covering the study area. In addition, polarimetric target decomposition and Wishart unsupervised classification with 5 classes were performed. The extracted polarization signatures show significant correlation with the obtained classes in terms of their geometrical (surface roughness) and dielectrical (mineral composition) characteristics. These characteristics are related to physical properties and to some extent, to the grain size and degree of weathering. The results show that the integration between the radar scattering responses and the optical reflectance information of the classified land cover and rock units is appropriate for precise objects discrimination. (C) 2017 National Authority for Remote Sensing and Space Sciences. Production and hosting by Elsevier B.V.
英文关键词Radarsat-2 Full-polarimetric SAR Landsat-8 Scattering response Classifications Geological mapping
类型Article
语种英语
开放获取类型DOAJ Gold
收录类别ESCI
WOS记录号WOS:000437841400008
WOS关键词POLARIMETRIC SAR DATA ; IMAGING RADAR ; UNSUPERVISED CLASSIFICATION ; DESERT ; MODEL
WOS类目Environmental Sciences ; Remote Sensing
WOS研究方向Environmental Sciences & Ecology ; Remote Sensing
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/332888
作者单位[Abdeen, Mamdouh M.; Shokr, Mohamed; El-Saadawy, Omnia A.] Natl Author Remote Sensing & Space Sci, Cairo, Egypt; [Gaber, Ahmed] Port Said Univ, Dep Geol, Port Said, Egypt
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GB/T 7714
Abdeen, Mamdouh M.,Gaber, Ahmed,Shokr, Mohamed,et al. Minimizing labeling ambiguity during classification process of the geological units covering the central part of the Suez Canal Corridor, Egypt using their radar scattering response[J],2018,21:S55-S66.
APA Abdeen, Mamdouh M.,Gaber, Ahmed,Shokr, Mohamed,&El-Saadawy, Omnia A..(2018).Minimizing labeling ambiguity during classification process of the geological units covering the central part of the Suez Canal Corridor, Egypt using their radar scattering response.EGYPTIAN JOURNAL OF REMOTE SENSING AND SPACE SCIENCES,21,S55-S66.
MLA Abdeen, Mamdouh M.,et al."Minimizing labeling ambiguity during classification process of the geological units covering the central part of the Suez Canal Corridor, Egypt using their radar scattering response".EGYPTIAN JOURNAL OF REMOTE SENSING AND SPACE SCIENCES 21(2018):S55-S66.
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