• DocumentCode
    3174842
  • Title

    Orthonormal Basis Function Based Transient Modeling for Boring Tool Degradation Monitoring

  • Author

    Ji, Yingfeng ; Li, Yaoyu ; Lee, Jay

  • Author_Institution
    Univ. of Wisconsin, Milwaukee
  • fYear
    2007
  • fDate
    9-13 July 2007
  • Firstpage
    1852
  • Lastpage
    1857
  • Abstract
    This paper presents the investigation of modeling the interaction between the boring tool and work-piece using orthonormal basis function method. The transient response during such interaction can be considered as step response of a higher order system with lightly damped modes. The response profile changes throughout the life span of a boring tool. Obtaining a parametric model will be the base for the model-based diagnosis and prognosis for the boring tool. Two basic orthonormal function kernels, Kautz and Laguerre, have been studied. The steepest descent method was applied to search for the pole determination. The least mean square method was used to find the optimal model coefficients. The modeling results showed that Kautz and Laguerre function kernels are viable for modeling the transient response for boring tool vibration. The obtained model can be further for applying the parametric methods of fault diagnosis and remaining-life prediction.
  • Keywords
    boring machines; condition monitoring; least mean squares methods; step response; transient response; vibration control; boring tool degradation monitoring; boring tool vibration; least mean square method; model-based diagnosis; orthonormal basis function; steepest descent method; step response; transient response; work-piece; Condition monitoring; Degradation; Fault diagnosis; Feature extraction; Finite impulse response filter; Kernel; Machining; Signal processing; System identification; Transient response;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference, 2007. ACC '07
  • Conference_Location
    New York, NY
  • ISSN
    0743-1619
  • Print_ISBN
    1-4244-0988-8
  • Electronic_ISBN
    0743-1619
  • Type

    conf

  • DOI
    10.1109/ACC.2007.4283050
  • Filename
    4283050