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Ultrasonic acoustic health monitoring of ball bearings using neural network pattern classification of power spectral density

Kirchner, William ThomasVirginia Tech2009

… problem, and make use of a multi-layer artificial neural network (ANN) to classify the UAE signature. One major problem limiting the usefulness of ANN's for failure classification is the need for large quantities of training data. Artificial training data, based on statistical properties …

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