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Concentration-Emission Matrix (CEM) Spectroscopy Combined with GA-SVM: An Analytical Method to Recognize Oil Species in Marine

文献类型：期刊论文

作者Chen, Yunan1,2,3; Yang, Ruifang2,3; Zhao, Nanjing2,3; Zhu, Wei1,2,3; Chen, Xiaowei1,2,3; Zhang, Ruiqi1,2,3; Liu, Jianguo2,3; Liu, Wenqing2,3
刊名MOLECULES
出版日期2020-11-01
卷号25
关键词concentration-emission matrix PCA genic algorithm SVM oil species recognition
DOI10.3390/molecules25215124
通讯作者Zhao, Nanjing(njzhao@aiofm.ac.cn)
英文摘要The establishment and development of a set of methods of oil accurate recognition in a different environment are of great significance to the effective management of oil spill pollution. In this work, the concentration-emission matrix (CEM) is formed by introducing the concentration dimension. The principal component analysis (PCA) is applied to extract the spectral feature. The classification methods, such as Probabilistic Neural Networks (PNNs) and Genic Algorithm optimization Support Vector Machine (SVM) parameters (GA-SVM), are used for oil identification and the recognition accuracies of the two classification methods are compared. The results show that the GA-SVM combined with PCA has the highest recognition accuracy for different oils. The proposed approach has great potential in rapid and accurate oil source identification.
WOS关键词SUPPORT VECTOR MACHINES ; SYNCHRONOUS FLUORESCENCE ; MOTOR OILS ; CRUDE-OIL ; GC-MS ; SPILL ; CLASSIFICATION ; HYDROCARBONS ; FINGERPRINT ; AUTHENTICATION
资助项目National Natural Science Foundation of China[61805255] ; National Key Research and Development Plan[2017YFF0108402] ; Natural Science Foundation of Anhui Province[1808085MF208] ; Key Research and Development Plan of Anhui Province[1804a0802192]
WOS研究方向Biochemistry & Molecular Biology ; Chemistry
语种英语
WOS记录号WOS:000593440600001
出版者MDPI
资助机构National Natural Science Foundation of China ; National Key Research and Development Plan ; Natural Science Foundation of Anhui Province ; Key Research and Development Plan of Anhui Province
源URL[http://ir.hfcas.ac.cn:8080/handle/334002/105454]  
专题中国科学院合肥物质科学研究院
通讯作者Zhao, Nanjing
作者单位1.Univ Sci & Technol China, Hefei Inst Phys Sci, Hefei 230026, Peoples R China
2.Key Lab Opt Monitoring Technol Environm, Hefei 230031, Anhui, Peoples R China
3.Chinese Acad Sci, Anhui Inst Opt & Fine Mech, Key Lab Environm Opt & Technol, Hefei 230031, Peoples R China
推荐引用方式
GB/T 7714		 Chen, Yunan,Yang, Ruifang,Zhao, Nanjing,et al. Concentration-Emission Matrix (CEM) Spectroscopy Combined with GA-SVM: An Analytical Method to Recognize Oil Species in Marine[J]. MOLECULES,2020,25.
APA Chen, Yunan.,Yang, Ruifang.,Zhao, Nanjing.,Zhu, Wei.,Chen, Xiaowei.,...&Liu, Wenqing.(2020).Concentration-Emission Matrix (CEM) Spectroscopy Combined with GA-SVM: An Analytical Method to Recognize Oil Species in Marine.MOLECULES,25.
MLA Chen, Yunan,et al."Concentration-Emission Matrix (CEM) Spectroscopy Combined with GA-SVM: An Analytical Method to Recognize Oil Species in Marine".MOLECULES 25(2020).

入库方式： OAI收割

来源：合肥物质科学研究院

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