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
Link To Document :
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