Alex Romriell, R. Niculescu, David Kessler, Tracey Kroll
{"title":"Lessons from Deploying Predictive Analytics on Manufacturing Shop Floor","authors":"Alex Romriell, R. Niculescu, David Kessler, Tracey Kroll","doi":"10.1109/RAMS48030.2020.9153728","DOIUrl":null,"url":null,"abstract":"Machine Learning techniques have been successfully deployed to provide advanced warning that certain errors are going to occur on a set of automated fiber placement (AFP) machines manufacturing high tech plane parts. This allows proactive actions to be taken to prevent unnecessary downtime and increase machine throughput.","PeriodicalId":360096,"journal":{"name":"2020 Annual Reliability and Maintainability Symposium (RAMS)","volume":"14 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 Annual Reliability and Maintainability Symposium (RAMS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/RAMS48030.2020.9153728","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
Machine Learning techniques have been successfully deployed to provide advanced warning that certain errors are going to occur on a set of automated fiber placement (AFP) machines manufacturing high tech plane parts. This allows proactive actions to be taken to prevent unnecessary downtime and increase machine throughput.