{"title":"Ensemble Feature Selection for Clustering Damage Modes in Carbon Fiber-Reinforced Polymer Sandwich Composites Using Acoustic Emission","authors":"Abdulkadir Gulsen, Burak Kolukisa, Umut Caliskan, Burcu Bakir-Gungor, Vehbi Cagri Gungor","doi":"10.1002/adem.202470063","DOIUrl":null,"url":null,"abstract":"<p><b>Acoustic Emission</b>\n </p><p>In article number 2400317, Abdulkadir Gulsen and co-workers present a novel ensemble feature selection methodology to rank features relevant to damage modes on AE signals in CFRP sandwich composites. Subsequently, ranked features are utilized in unsupervised clustering models to identify damage modes. The comparative results demonstrate that, in addition to the commonly used features, other features, like partial powers, have a robust correlation with damage modes.\n\n <figure>\n <div><picture>\n <source></source></picture><p></p>\n </div>\n </figure></p>","PeriodicalId":7275,"journal":{"name":"Advanced Engineering Materials","volume":"26 22","pages":""},"PeriodicalIF":3.4000,"publicationDate":"2024-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adem.202470063","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Advanced Engineering Materials","FirstCategoryId":"88","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/adem.202470063","RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MATERIALS SCIENCE, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
Acoustic Emission
In article number 2400317, Abdulkadir Gulsen and co-workers present a novel ensemble feature selection methodology to rank features relevant to damage modes on AE signals in CFRP sandwich composites. Subsequently, ranked features are utilized in unsupervised clustering models to identify damage modes. The comparative results demonstrate that, in addition to the commonly used features, other features, like partial powers, have a robust correlation with damage modes.
期刊介绍:
Advanced Engineering Materials is the membership journal of three leading European Materials Societies
- German Materials Society/DGM,
- French Materials Society/SF2M,
- Swiss Materials Federation/SVMT.