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Fault Diagnosis Method of Rolling Bearing Based On Deep Belief Network PDF

7 Pages·2020·English
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by ['Chethan Gowda']| 2020| 7 pages| English

About Fault Diagnosis Method of Rolling Bearing Based On Deep Belief Network

This document proposes a fault diagnosis method for rolling bearings using a deep belief network (DBN). It aims to address limitations of traditional methods by directly extracting features from vibration signals using the DBN's powerful feature extraction abilities. The method stacks multiple restricted Boltzmann machines (RBMs) to form a deep network that can automatically learn complex relationships between signals and machine health status. The results show this DBN-based method achieves higher diagnosis accuracy than existing techniques.

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Author:['Chethan Gowda']
Publication Year:2020
Pages:7
Language:English
Format:PDF
Price:FREE
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