• 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