DocumentCode :
2550671
Title :
On-line monitoring for cutting tool wear reliability analysis
Author :
Ding, Feng ; Zhang, Lijuan ; He, Zhengjia
Author_Institution :
Sch. of Mech. & Electron. Eng., Xi´´an Technol. Univ., Xi´´an, China
fYear :
2011
fDate :
21-25 June 2011
Firstpage :
364
Lastpage :
369
Abstract :
Aiming at operational reliability analysis and assessment based on condition monitoring information in this paper, a methodology of reliability modeling and assessment based on cutting tool vibration signal feature extraction using proportional hazards model is proposed. Root Mean Square and Peak of time domain index from vibration signals, which are closely related to tool wear degradation states, are selected as covariates introduced to proportional hazards model for the tool wear reliability analysis. The proposed approach shows a considerable advantage of establishing significant association relationship between the tool condition monitoring information and the life distribution of tool wear. It is appropriate to provide individual cutting tool operational reliability assessment effectively. The experimental study on the CNC lathe turning process is given to validate the effectiveness of the proposed method. The results have shown that the approach are promising and give good estimation ability of reliability for tool wear degradation states.
Keywords :
computerised numerical control; condition monitoring; cutting tools; feature extraction; lathes; reliability; signal processing; time-domain analysis; turning (machining); vibrations; wear; CNC lathe turning process; cutting tool vibration signal feature extraction; cutting tool wear reliability analysis; life distribution; online monitoring; proportional hazards model; root mean square; time domain index; tool condition monitoring; tool wear degradation state; Cutting tools; Degradation; Hazards; Machining; Mathematical model; Reliability; Vibrations; Lognormal distribution; Monitoring; Proportional hazards model; Reliability; Tool wear;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control and Automation (WCICA), 2011 9th World Congress on
Conference_Location :
Taipei
Print_ISBN :
978-1-61284-698-9
Type :
conf
DOI :
10.1109/WCICA.2011.5970535
Filename :
5970535
Link To Document :
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