Automatic Feature Extraction and Construction Using Genetic Programming for Rotating Machinery Fault Diagnosis

Feature extraction is an essential process in the intelligent fault diagnosis of rotating machinery. Although existing feature extraction methods can obtain representative features from the original signal, domain knowledge and expert experience are often required. In this article, a novel diagnosis...

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Bibliographic Details

Published in:	IEEE transactions on cybernetics Vol. 51; no. 10; pp. 4909 - 4923
Main Authors:	Peng, Bo, Wan, Shuting, Bi, Ying, Xue, Bing, Zhang, Mengjie
Format:	Journal Article
Language:	English
Published:	Piscataway IEEE 01.10.2021 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Datasets Entropy Fault diagnosis feature construction Feature extraction Genetic algorithms Genetic programming genetic programming (GP) Machinery Roller bearings Rotating machinery Task analysis Vibrations
ISSN:	2168-2267, 2168-2275, 2168-2275
Online Access:	Get full text
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