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Journal Articles

Application of the Laplace-Wavelet Combined With ANN for Rolling Bearing Fault Diagnosis

Khalid F. Al-Raheem, Asok Roy, Ph.D., K. P. Ramachandran, Ph.D., D. K. Harrison, Steven Grainger, Ph.D.
Journal: Journal of Vibration and Acoustics
Publisher: ASME
Article Type: Research Papers
J. Vib. Acoust. October 2008, 130(5): 051007.
https://doi.org/10.1115/1.2948399
Published Online: August 14, 2008
... are preprocessed using Laplace-wavelet transform for features’ extraction. The extracted features for wavelet transform coefficients in time and frequency domains are applied as input vectors to artificial neural networks (ANNs) for rolling bearing fault classification. The Laplace-Wavelet shape and the ANN...
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Topics: Artificial neural networks, Bearings, Rolling bearings, Vibration, Wavelets, Genetic algorithms, Fault diagnosis, Signals