Jianglou Huang, Jinsong Liu, Kejia Wang, Zhengang Yang, Xiaming Liu
{"title":"Using Machine Learning to Resolve Terahertz Spectra for Intrinsic Molecular Information","authors":"Jianglou Huang, Jinsong Liu, Kejia Wang, Zhengang Yang, Xiaming Liu","doi":"10.1364/isst.2019.jw4a.55","DOIUrl":null,"url":null,"abstract":"Using factor analysis, we develop a method to extract latent vibrational modes of molecules from their terahertz spectra. With this molecular information, we successfully classify 16 molecules, proving that this method is effective.","PeriodicalId":198755,"journal":{"name":"International Photonics and OptoElectronics Meeting 2019 (OFDA, OEDI, ISST, PE, LST, TSA)","volume":"71 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Photonics and OptoElectronics Meeting 2019 (OFDA, OEDI, ISST, PE, LST, TSA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1364/isst.2019.jw4a.55","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Using factor analysis, we develop a method to extract latent vibrational modes of molecules from their terahertz spectra. With this molecular information, we successfully classify 16 molecules, proving that this method is effective.