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A Novel Classification Technique of Landsat-8 OLI Image-Based Data Visualization: The Application of Andrews' Plots and Fuzzy Evidential Reasoning
Boonprong, Sornkitja1; Cao, Chunxiang1; Torteeka, Peerapong2; Chen, Wei1
2017-05-01
发表期刊REMOTE SENSING
卷号9期号:5
摘要Andrews first proposed an equation to visualize the structures within data in 1972. Since then, this equation has been used for data transformation and visualization in a wide variety of fields. However, it has yet to be applied to satellite image data. The effect of unwanted, or impure, pixels occurring in these data varies with their distribution in the image; the effect is greater if impurity pixels are included in a classifier's training set. Andrews' curves enable the interpreter to select outlier or impurity data that can be grouped into a new category for classification. This study overcomes the above-mentioned problem and illustrates the novelty of applying Andrews' plots to satellite image data, and proposes a robust method for classifying the plots that combines Dempster-Shafer theory with fuzzy set theory. In addition, we present an example, obtained from real satellite images, to demonstrate the application of the proposed classification method. The accuracy and robustness of the proposed method are investigated for different training set sizes and crop types, and are compared with the results of two traditional classification methods. We find that outlier data are easily eliminated by examining Andrews' curves and that the proposed method significantly outperforms traditional methods when considering the classification accuracy.
文章类型Article
关键词Classification Andrews' Plots Visualization Pattern Recognition Learning System Fuzzification Dempster-shafer Theory Data Transformation Landsat 8 Remote Sensing Data
WOS标题词Science & Technology ; Technology
资助者Special Fund for Forest Scientific Research in the Public Welfare(201504323) ; Special Fund for Forest Scientific Research in the Public Welfare(201504323) ; Special Fund for the Ecological Assessment of Three Gorges Project, China(0001792015CB5005) ; Special Fund for the Ecological Assessment of Three Gorges Project, China(0001792015CB5005) ; Royal Thai Government ; Royal Thai Government ; Special Fund for Forest Scientific Research in the Public Welfare(201504323) ; Special Fund for Forest Scientific Research in the Public Welfare(201504323) ; Special Fund for the Ecological Assessment of Three Gorges Project, China(0001792015CB5005) ; Special Fund for the Ecological Assessment of Three Gorges Project, China(0001792015CB5005) ; Royal Thai Government ; Royal Thai Government
DOI10.3390/rs9050427
关键词[WOS]INFORMATION ; AREA
收录类别SCI
语种英语
资助者Special Fund for Forest Scientific Research in the Public Welfare(201504323) ; Special Fund for Forest Scientific Research in the Public Welfare(201504323) ; Special Fund for the Ecological Assessment of Three Gorges Project, China(0001792015CB5005) ; Special Fund for the Ecological Assessment of Three Gorges Project, China(0001792015CB5005) ; Royal Thai Government ; Royal Thai Government ; Special Fund for Forest Scientific Research in the Public Welfare(201504323) ; Special Fund for Forest Scientific Research in the Public Welfare(201504323) ; Special Fund for the Ecological Assessment of Three Gorges Project, China(0001792015CB5005) ; Special Fund for the Ecological Assessment of Three Gorges Project, China(0001792015CB5005) ; Royal Thai Government ; Royal Thai Government
WOS研究方向Remote Sensing
WOS类目Remote Sensing
WOS记录号WOS:000402573700030
引用统计
被引频次:1[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.bao.ac.cn/handle/114a11/8795
专题应用天文研究部
作者单位1.Univ Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100094, Peoples R China
2.Chinese Acad Sci, Natl Astron Observ, Beijing 100012, Peoples R China
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Boonprong, Sornkitja,Cao, Chunxiang,Torteeka, Peerapong,et al. A Novel Classification Technique of Landsat-8 OLI Image-Based Data Visualization: The Application of Andrews' Plots and Fuzzy Evidential Reasoning[J]. REMOTE SENSING,2017,9(5).
APA Boonprong, Sornkitja,Cao, Chunxiang,Torteeka, Peerapong,&Chen, Wei.(2017).A Novel Classification Technique of Landsat-8 OLI Image-Based Data Visualization: The Application of Andrews' Plots and Fuzzy Evidential Reasoning.REMOTE SENSING,9(5).
MLA Boonprong, Sornkitja,et al."A Novel Classification Technique of Landsat-8 OLI Image-Based Data Visualization: The Application of Andrews' Plots and Fuzzy Evidential Reasoning".REMOTE SENSING 9.5(2017).
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