DocumentCode :
3319940
Title :
Hardware design of features extraction using wavelet packet method for intelligent diagnostic system
Author :
Huang, Chung-Chi ; Huang, Cong-Hui ; Tsao, Yi-Ming ; Huang, Shih-Chuan ; Huang, Hao-Lun
Author_Institution :
Dept. of Autom. & Control Eng., Far East Univ., Tainan, Taiwan
Volume :
2
fYear :
2010
fDate :
5-7 May 2010
Firstpage :
341
Lastpage :
344
Abstract :
This paper aims to develop a hardware architecture of features extraction using wavelet packet method for an intelligent diagnostic system. Verilog-based features extraction architecture is proposed and implemented. Test results verify the design architecture of features extraction using wavelet packet method. A CNC spindle motor commonly featured in intelligent diagnosis of manufacturing systems is chosen to verify this architecture. Under the normal and eccentric spindle states, system modeling is built up for a high speed (10,000RPM), medium speed (5,000RPM) and low speed (1,000RPM) The test results of samples of different rotating speeds under the normal and eccentric spindle states show the effect of the hardware of features extraction and verify the feasibility of hardware design.
Keywords :
computerised numerical control; fault diagnosis; feature extraction; hardware description languages; manufacturing systems; wavelet transforms; CNC spindle motor; Verilog based features extraction architecture; eccentric spindle states; hardware design; intelligent diagnostic system; manufacturing systems intelligent diagnosis; wavelet packet method; Design automation; Feature extraction; Hardware; Intelligent manufacturing systems; Intelligent sensors; Intelligent systems; Low pass filters; Signal generators; Wavelet packets; Wavelet transforms; Features Extraction; Intelligent Diagnostic System; Vibration Features; Wavelet Packet;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Communication Control and Automation (3CA), 2010 International Symposium on
Conference_Location :
Tainan
Print_ISBN :
978-1-4244-5565-2
Type :
conf
DOI :
10.1109/3CA.2010.5533466
Filename :
5533466
Link To Document :
بازگشت