DocumentCode
1887909
Title
Online Machining Process Monitoring Using Wavelet Transform and SPC
Author
Shi, Dongfeng ; Axinte, Dragos A. ; Gindy, Nabil N.
Author_Institution
Sch. of Mech., Mater. & Manuf. Eng., Nottingham Univ.
fYear
2006
fDate
24-27 April 2006
Firstpage
2081
Lastpage
2086
Abstract
A new online machining process monitoring system composing of several interconnected packages has been developed in LabVIEW environment. In this system, triggering and cross-correlation technique is introduced to align sensory signals acquired from different trials. The wavelet and short time Fourier transform is further explored to decompose sensory signals and extract features of tool malfunctions in machining processes. Univariate and multivariate statistical process monitoring techniques are proposed to construct the thresholds of free-malfunction machining zone. Experimental results obtained from the extensive broaching trials show that proposed techniques and monitoring system is effective to detect tool wear and construct thresholds
Keywords
Fourier transforms; computerised monitoring; fault diagnosis; feature extraction; machining; signal processing; statistical process control; virtual instrumentation; wavelet transforms; LabVIEW; SPC; broaching trials; crosscorrelation technique; feature extraction; free-malfunction machining zone; interconnected packages; machining process monitoring system; online machining process monitoring; sensory signal alignment; sensory signal decomposition; short time Fourier transform; statistical process monitoring; tool malfunctions; tool wear detection; triggering; wavelet transform; Condition monitoring; Data acquisition; Feature extraction; Finishing; Machining; Manufacturing processes; Packaging machines; Process control; Signal processing; Wavelet transforms; LabVIEW; Process monitoring; Statistical process control; Wavelet;
fLanguage
English
Publisher
ieee
Conference_Titel
Instrumentation and Measurement Technology Conference, 2006. IMTC 2006. Proceedings of the IEEE
Conference_Location
Sorrento
ISSN
1091-5281
Print_ISBN
0-7803-9359-7
Electronic_ISBN
1091-5281
Type
conf
DOI
10.1109/IMTC.2006.328461
Filename
4124724
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