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Fault Diagnosis of Hydraulic Pumps Using PSO-VMD and Refined Composite Multiscale Fluctuation Dispersion Entropy
Joint Authors
Yang, Xiaoqiang
Zhou, Fuming
Liu, Wuqiang
Shen, Jinxing
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-08-24
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
Multiscale fluctuation dispersion entropy (MFDE) has been proposed to measure the dynamic features of complex signals recently.
Compared with multiscale sample entropy (MSE) and multiscale fuzzy entropy (MFE), MFDE has higher calculation efficiency and better performance to extract fault features.
However, when conducting multiscale analysis, as the scale factor increases, MFDE will become unstable.
To solve this problem, refined composite multiscale fluctuation dispersion entropy (RCMFDE) is proposed and used to improve the stability of MFDE.
And a new fault diagnosis method for hydraulic pumps using particle swarm optimization variational mode decomposition (PSO-VMD) and RCMFDE is proposed in this paper.
Firstly, PSO-VMD is adopted to process the original vibration signals of hydraulic pumps, and the appropriate components are selected and reconstructed to get the denoised vibration signals.
Then, RCMFDE is adopted to extract fault information.
Finally, particle swarm optimization support vector machine (PSO-SVM) is adopted to distinguish different work states of hydraulic pumps.
The experiments prove that the proposed method has higher fault recognition accuracy in comparison with MSE, MFE, and MFDE.
American Psychological Association (APA)
Zhou, Fuming& Yang, Xiaoqiang& Shen, Jinxing& Liu, Wuqiang. 2020. Fault Diagnosis of Hydraulic Pumps Using PSO-VMD and Refined Composite Multiscale Fluctuation Dispersion Entropy. Shock and Vibration،Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1212860
Modern Language Association (MLA)
Zhou, Fuming…[et al.]. Fault Diagnosis of Hydraulic Pumps Using PSO-VMD and Refined Composite Multiscale Fluctuation Dispersion Entropy. Shock and Vibration No. 2020 (2020), pp.1-13.
https://search.emarefa.net/detail/BIM-1212860
American Medical Association (AMA)
Zhou, Fuming& Yang, Xiaoqiang& Shen, Jinxing& Liu, Wuqiang. Fault Diagnosis of Hydraulic Pumps Using PSO-VMD and Refined Composite Multiscale Fluctuation Dispersion Entropy. Shock and Vibration. 2020. Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1212860
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1212860