首页 | 本学科首页   官方微博 | 高级检索  
     

差分拉曼光谱结合聚类分析检验电线塑料外皮研究
引用本文:田陆川,姜红,陈坦之,王艺霖,段斌,刘峰. 差分拉曼光谱结合聚类分析检验电线塑料外皮研究[J]. 中国塑料, 2021, 35(7): 97-102. DOI: 10.19491/j.issn.1001-9278.2021.07.017
作者姓名:田陆川  姜红  陈坦之  王艺霖  段斌  刘峰
作者单位:1.中国人民公安大学侦查学院,北京 1000382.南京简智仪器设备有限公司,南京 210049
基金项目:中国人民公安大学2021年度基科费重点项目(2021JKF212);南京简智仪器设备有限公司技术合作项目(20191218)
摘    要:为建立一种高效准确的差分拉曼光谱检验电线塑料外皮的方法,利用便携式差分拉曼光谱仪测得了35个不同品牌不同类型的电线塑料外皮的差分拉曼光谱数据;再根据样品的主要成分和所含填料的不同,对样品进行初步分类;利用主成分分析对初步分类后的拉曼数据进行降维,再利用系统聚类将样品分组,最后应用K-均值聚类分析对分组结果准确性进行检验...

关 键 词:差分拉曼  塑料外皮  主成分分析  系统聚类  K-均值聚类
收稿时间:2021-02-10

Study on Differential Raman Spectroscopy Combined with Cluster Analysis for Inspection of Plastic Wire Sheath
TIAN Luchuan,JIANG Hong,CHEN Tanzhi,WANG Yilin,DUAN Bin,LIU Feng. Study on Differential Raman Spectroscopy Combined with Cluster Analysis for Inspection of Plastic Wire Sheath[J]. China Plastics, 2021, 35(7): 97-102. DOI: 10.19491/j.issn.1001-9278.2021.07.017
Authors:TIAN Luchuan  JIANG Hong  CHEN Tanzhi  WANG Yilin  DUAN Bin  LIU Feng
Affiliation:1.Investigation Institute,People's Public Security University of China,Beijing 100038,China2.Nanjing Jianzhi Instrument and Equipment Co,Ltd,Nanjing 210049,China
Abstract:To establish an efficient and accurate differential Raman spectroscopy method for the detection of wire plastic skin, the differential Raman spectroscopy data with 35 different brands and types of wire plastic skin were measured by a portable standard differential Raman spectrometer. The samples were preliminarily classified according to their different main components and fillers. A principal component analysis was used to reduce the dimension of the Raman data after preliminary classification. The samples could be grouped by hierarchical clustering, and a K?means clustering analysis was used to test the accuracy of the grouped results. For the same group of the samples, the relative peak height ratio of Raman characteristic peaks was used to distinguish. The results indicated that the samples of group I?1(white sample containing only talc) were divided into 7 groups at a distance of 1, and they could be distinguished. This method is easy to operate without any damages in the sample. It can provide help for the detection of trace evidence and the public security organs to handle cases.
Keywords:differential Raman spectroscopy  plastic sheath  principal component analysis  hierarchical clustering  K?means clustering  
本文献已被 CNKI 等数据库收录!
点击此处可从《中国塑料》浏览原始摘要信息
点击此处可从《中国塑料》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号