• DocumentCode
    1166795
  • Title

    Disc defect classification for optical disc drives

  • Author

    van Helvoirt, J. ; Leenknegt, G.A.L. ; Steinbuch, M. ; Goosens, H.J.

  • Author_Institution
    Dept. of Mech. Eng., Eindhoven Univ. of Technol., Netherlands
  • Volume
    51
  • Issue
    3
  • fYear
    2005
  • Firstpage
    856
  • Lastpage
    863
  • Abstract
    Optical disc drives are subject to various disturbances and faults. A special type of fault is the so-called disc defect. In this paper we present an approach for disc defect classification. It is based on hierarchical clustering of measured signals that are affected by disc defects. The time-series are mapped into a feature space after which the feature vectors are clustered in a hierarchical fashion. Finally, signals are fitted onto the clusters to obtain single representations for each fault class. The resulting class descriptions can then be used for (on-line) classification of new disc defects. The approach is evaluated by applying it to a set of test data.
  • Keywords
    disc drives; optical disc storage; time series; disc defect classification; fault class; feature vectors; on-line classification; optical disc drives; signal hierarchical clustering; time-series; Control systems; Drives; Fault detection; Manufacturing processes; Optical beams; Optical distortion; Power distribution; Power system protection; Surface contamination; Testing;
  • fLanguage
    English
  • Journal_Title
    Consumer Electronics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0098-3063
  • Type

    jour

  • DOI
    10.1109/TCE.2005.1510495
  • Filename
    1510495