Sensor fusion for real-time condition monitoring of tool wear in surfacing with fly cutters

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dc.contributor.author Ammouri, Ali H.
dc.contributor.author Hamade, Ransey F.
dc.date.accessioned 2017-05-26T12:11:02Z
dc.date.available 2017-05-26T12:11:02Z
dc.date.issued 2017-05-26
dc.identifier.isbn 978-0-7918-4427-4 en_US
dc.identifier.uri http://hdl.handle.net/10725/5674
dc.description.abstract A coherent artificial neural network, ANN, software program capable of real time analysis and decision-making is utilized in this work for the automatic detection and diagnostics of tool wear during a surfacing milling operation using a fly cutter. Several sensors were utilized to collect data indirectly related to wear: current measurements from the spindle and two (x, y) drive motors, three (x, y, z) components of cutting force, and acoustic emission. Furthermore, direct wear measurements were collected using image capturing and dimensional measurements of the worn location (not performed in real-time). As the inputs from these sensors were ‘fused’, the ANN utilized this multiple-sensor data to yield reasonable predictions of ‘good’, ‘used’, and ‘worn’ tools. en_US
dc.language.iso en en_US
dc.publisher ASME en_US
dc.title Sensor fusion for real-time condition monitoring of tool wear in surfacing with fly cutters en_US
dc.type Conference Paper / Proceeding en_US
dc.author.school SOE en_US
dc.author.idnumber 201306469 en_US
dc.author.department Industrial And Mechanical Engineering en_US
dc.description.embargo N/A en_US
dc.keywords Wear en_US
dc.keywords Sensors en_US
dc.keywords Condition monitoring en_US
dc.identifier.doi http://dx.doi.org/10.1115/IMECE2010-38895 en_US
dc.identifier.ctation Hamade, R. F., & Ammouri, A. H. (2010, January). Sensor Fusion for Real-Time Condition Monitoring of Tool Wear in Surfacing With Fly Cutters. In ASME 2010 International Mechanical Engineering Congress and Exposition (pp. 977-981). American Society of Mechanical Engineers. en_US
dc.author.email ali.ammouri@lau.edu.lb en_US
dc.conference.date November 12–18, 2010 en_US
dc.conference.pages 491-496
dc.conference.place Vancouver, British Columbia, Canada en_US
dc.conference.title ASME 2010 International Mechanical Engineering Congress and Exposition en_US
dc.identifier.tou http://libraries.lau.edu.lb/research/laur/terms-of-use/articles.php en_US
dc.identifier.url http://proceedings.asmedigitalcollection.asme.org/proceeding.aspx?articleid=1615993 en_US
dc.volume 3: Design and Manufacturing, Parts A and B en_US
dc.author.affiliation Lebanese American University en_US

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