Georgekutty Jose Maniyattu, Eldho Geegy, M. Wohlschläger, N. Leiter, M. Versen, C. Laforsch
{"title":"Multilayer Perceptron Development to Identify Plastics Using Fluorescence Lifetime Imaging Microscopy","authors":"Georgekutty Jose Maniyattu, Eldho Geegy, M. Wohlschläger, N. Leiter, M. Versen, C. Laforsch","doi":"10.31399/asm.edfa.2023-3.p031","DOIUrl":null,"url":null,"abstract":"\n Existing plastic analysis techniques such as Fourier transform infrared spectroscopy and Raman spectroscopy are problematic because samples must be anhydrous and identification can be hindered by additives. This article describes a new approach that has been successfully demonstrated in which plastics can be classified by neural networks that are trained, validated, and tested by frequency domain fluorescence lifetime imaging microscopy measurements.","PeriodicalId":431761,"journal":{"name":"EDFA Technical Articles","volume":"205 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"EDFA Technical Articles","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.31399/asm.edfa.2023-3.p031","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
Existing plastic analysis techniques such as Fourier transform infrared spectroscopy and Raman spectroscopy are problematic because samples must be anhydrous and identification can be hindered by additives. This article describes a new approach that has been successfully demonstrated in which plastics can be classified by neural networks that are trained, validated, and tested by frequency domain fluorescence lifetime imaging microscopy measurements.