A novel method to improve the resolution of envelope spectrum for bearing fault diagnosis based on a wireless sensor node

Guojin Feng; Dong Zhen; Xiange Tian; Fengshou Gu; Andrew D. Ball

doi:10.1007/978-3-319-09918-7_68

A novel method to improve the resolution of envelope spectrum for bearing fault diagnosis based on a wireless sensor node

Guojin Feng, Dong Zhen, Xiange Tian, Fengshou Gu, Andrew D. Ball

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2 Citations (Scopus)

Abstract

In this paper, an accurate envelope analysis algorithm is developed for a wireless sensor node. Since envelope signals employed in condition monitoring often have narrow frequency bandwidth, the proposed algorithm down-samples and cascades the analyzed envelope signals to construct a relatively long one. Thus, a relatively higher frequency resolution can be obtained by calculating the spectrum of the cascaded signal. In addition, a 50% overlapping scheme is applied to avoid the distortions caused by Hilbert transform based envelope calculation. The proposed method is implemented on a wireless sensor node and tested successfully for detecting an outer race fault of a rolling bearing. The results show that the frequency resolution of the envelope spectrum is improved by 8 times while the data transmission remains at a low rate.

Original language	English
Title of host publication	Vibration Engineering and Technology of Machinery - Proceedings of VETOMAC X, 2014
Publisher	Kluwer Academic Publishers
Pages	765-775
Number of pages	11
Volume	23
ISBN (Electronic)	9783319099170
DOIs	https://doi.org/10.1007/978-3-319-09918-7_68
Publication status	Published - 2015
Event	10th International Conference on Vibration Engineering and Technology of Machinery - Manchester Conference Centre, Manchester, United Kingdom Duration: 9 Sep 2014 → 11 Sep 2014 Conference number: 10 http://www.mace.manchester.ac.uk/our-research/seminars/vetomac-x-2014/ (Link to Conference Details)

Conference

Conference	10th International Conference on Vibration Engineering and Technology of Machinery
Abbreviated title	VETOMAC 2014
Country	United Kingdom
City	Manchester
Period	9/09/14 → 11/09/14
Internet address	http://www.mace.manchester.ac.uk/our-research/seminars/vetomac-x-2014/ (Link to Conference Details)

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Cite this

Feng, G., Zhen, D., Tian, X., Gu, F., & Ball, A. D. (2015). A novel method to improve the resolution of envelope spectrum for bearing fault diagnosis based on a wireless sensor node. In Vibration Engineering and Technology of Machinery - Proceedings of VETOMAC X, 2014 (Vol. 23, pp. 765-775). Kluwer Academic Publishers. https://doi.org/10.1007/978-3-319-09918-7_68

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title = "A novel method to improve the resolution of envelope spectrum for bearing fault diagnosis based on a wireless sensor node",

abstract = "In this paper, an accurate envelope analysis algorithm is developed for a wireless sensor node. Since envelope signals employed in condition monitoring often have narrow frequency bandwidth, the proposed algorithm down-samples and cascades the analyzed envelope signals to construct a relatively long one. Thus, a relatively higher frequency resolution can be obtained by calculating the spectrum of the cascaded signal. In addition, a 50{\%} overlapping scheme is applied to avoid the distortions caused by Hilbert transform based envelope calculation. The proposed method is implemented on a wireless sensor node and tested successfully for detecting an outer race fault of a rolling bearing. The results show that the frequency resolution of the envelope spectrum is improved by 8 times while the data transmission remains at a low rate.",

keywords = "Bearing fault diagnosis, Cascading, Envelope analysis, Overlap processing, Wireless sensor network",

author = "Guojin Feng and Dong Zhen and Xiange Tian and Fengshou Gu and Ball, {Andrew D.}",

year = "2015",

doi = "10.1007/978-3-319-09918-7_68",

language = "English",

volume = "23",

pages = "765--775",

booktitle = "Vibration Engineering and Technology of Machinery - Proceedings of VETOMAC X, 2014",

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Feng, G, Zhen, D, Tian, X, Gu, F & Ball, AD 2015, A novel method to improve the resolution of envelope spectrum for bearing fault diagnosis based on a wireless sensor node. in Vibration Engineering and Technology of Machinery - Proceedings of VETOMAC X, 2014. vol. 23, Kluwer Academic Publishers, pp. 765-775, 10th International Conference on Vibration Engineering and Technology of Machinery, Manchester, United Kingdom, 9/09/14. https://doi.org/10.1007/978-3-319-09918-7_68

A novel method to improve the resolution of envelope spectrum for bearing fault diagnosis based on a wireless sensor node. / Feng, Guojin; Zhen, Dong; Tian, Xiange; Gu, Fengshou ; Ball, Andrew D.

Vibration Engineering and Technology of Machinery - Proceedings of VETOMAC X, 2014. Vol. 23 Kluwer Academic Publishers, 2015. p. 765-775.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - A novel method to improve the resolution of envelope spectrum for bearing fault diagnosis based on a wireless sensor node

AU - Feng, Guojin

AU - Zhen, Dong

AU - Tian, Xiange

AU - Gu, Fengshou

AU - Ball, Andrew D.

PY - 2015

Y1 - 2015

N2 - In this paper, an accurate envelope analysis algorithm is developed for a wireless sensor node. Since envelope signals employed in condition monitoring often have narrow frequency bandwidth, the proposed algorithm down-samples and cascades the analyzed envelope signals to construct a relatively long one. Thus, a relatively higher frequency resolution can be obtained by calculating the spectrum of the cascaded signal. In addition, a 50% overlapping scheme is applied to avoid the distortions caused by Hilbert transform based envelope calculation. The proposed method is implemented on a wireless sensor node and tested successfully for detecting an outer race fault of a rolling bearing. The results show that the frequency resolution of the envelope spectrum is improved by 8 times while the data transmission remains at a low rate.

AB - In this paper, an accurate envelope analysis algorithm is developed for a wireless sensor node. Since envelope signals employed in condition monitoring often have narrow frequency bandwidth, the proposed algorithm down-samples and cascades the analyzed envelope signals to construct a relatively long one. Thus, a relatively higher frequency resolution can be obtained by calculating the spectrum of the cascaded signal. In addition, a 50% overlapping scheme is applied to avoid the distortions caused by Hilbert transform based envelope calculation. The proposed method is implemented on a wireless sensor node and tested successfully for detecting an outer race fault of a rolling bearing. The results show that the frequency resolution of the envelope spectrum is improved by 8 times while the data transmission remains at a low rate.

KW - Bearing fault diagnosis

KW - Cascading

KW - Envelope analysis

KW - Overlap processing

KW - Wireless sensor network

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DO - 10.1007/978-3-319-09918-7_68

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AN - SCOPUS:84927674061

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BT - Vibration Engineering and Technology of Machinery - Proceedings of VETOMAC X, 2014

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Access to Document

10.1007/978-3-319-09918-7_68

Link to publication in Scopus