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Keywords: tool condition monitoring
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Journal Articles
Article Type: Research Papers
J. Manuf. Sci. Eng. January 2023, 145(1): 011006.
Paper No: MANU-22-1333
Published Online: October 13, 2022
...Alexandra Schueller; Christopher Saldaña Tool condition monitoring (TCM) has become a research area of interest due to its potential to significantly reduce manufacturing costs while increasing process visibility and efficiency. Machine learning (ML) is one analysis technique which has demonstrated...
Journal Articles
Article Type: Technical Briefs
J. Manuf. Sci. Eng. May 2021, 143(5): 054501.
Paper No: MANU-20-1137
Published Online: November 11, 2020
...Alwin Varghese; Vinay Kulkarni; Suhas S. Joshi Tool condition monitoring is difficult in micro-milling due to irregular wear and chipping of the cutting edges, which lead to unexpected tool breakage. This study demonstrates the use of force data to reliably predict different tool life stages until...
Journal Articles
Article Type: Research Papers
J. Manuf. Sci. Eng. June 2012, 134(3): 031004.
Published Online: April 25, 2012
.... , and Hong , G. S. , 2008 , “ Noise-Robust Tool Condition Monitoring in Micro-Milling With Hidden Markov Models ,” Soft Comput. Appl. Ind., STUDFUZZ 226 ( 23–46 d), pp. 23 – 46 . 10.1007/978-3-540-77465-5 2 Noori-Khajavi , A. , and Komanduri , R. , 1993 , “ On Multisensor Approach...