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HISTOGRAM-BASED FEATURE EXTRACTION TECHNIQUE APPLIED FOR FAULT DIAGNOSIS OF ELECTRONIC CIRCUITS
Wojciech Toczek, Michal Kowalewski, Romuald Zielonko
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Abstract:In this paper we discuss and compare two feature extraction techniques: histogram-based and Principal Component Analysis. Comparison is done on an analog filter fault diagnosis example performed in the frequency domain. Both techniques are implemented in a neural network system for the off-line diagnosis of electronic analog and mixed-signal circuits. The numerical and experimental examples of frequency domain ANN-based testing of filter are presented to demonstrate the usefulness of the histogram approach.
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Keywords:analog fault diagnosis, feature extraction, histogram-based technique
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DOI:_unreg_tc10-2005.06
Event details:
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IMEKO TC:TC10
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Event name:TC10 Conference 2005
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Title:
10th IMEKO TC10 Conference on Technical Diagnostics
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Place:Budapest, HUNGARY
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Time:09 June 2005 - 10 June 2005