Robust clustering of acoustic emission signals using the Kohonen network

Wahid Emamian; Mostafa Kaveh; Ahmed H. Tewfik

doi:10.1109/ICASSP.2000.860253

Robust clustering of acoustic emission signals using the Kohonen network

Wahid Emamian, Mostafa Kaveh, Ahmed H. Tewfik

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

17 Scopus citations

Abstract

Acoustic emission-based techniques are promising for nondestructive inspection of mechanical systems. For reliable automatic fault monitoring, it is important to identify the transient crack-related signals in the presence of strong time-varying noise and other interference. In this paper we propose the application of the Kohonen network for this purpose. The principal components of the short-time Fourier transforms of the data were applied input of the network. The clustering results confirm the capability of the Kohonen network for reliable source identification of acoustic emission signals, assuming enough care has been taken in implementing the training algorithm of the network.

Original language	English (US)
Title of host publication	Design and Implementation of Signal Processing SystemNeural Networks for Signal Processing Signal Processing EducationOther Emerging Applications of Signal ProcessingSpecial Sessions
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	3891-3894
Number of pages	4
ISBN (Electronic)	0780362934
DOIs	https://doi.org/10.1109/ICASSP.2000.860253
State	Published - 2000
Event	25th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2000 - Istanbul, Turkey Duration: Jun 5 2000 → Jun 9 2000

Publication series

Name	ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Volume	6
ISSN (Print)	1520-6149

Other

Other	25th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2000
Country/Territory	Turkey
City	Istanbul
Period	6/5/00 → 6/9/00

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10.1109/ICASSP.2000.860253

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Emamian, W., Kaveh, M., & Tewfik, A. H. (2000). Robust clustering of acoustic emission signals using the Kohonen network. In Design and Implementation of Signal Processing SystemNeural Networks for Signal Processing Signal Processing EducationOther Emerging Applications of Signal ProcessingSpecial Sessions (pp. 3891-3894). Article 860253 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 6). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICASSP.2000.860253

Robust clustering of acoustic emission signals using the Kohonen network. / Emamian, Wahid; Kaveh, Mostafa; Tewfik, Ahmed H.
Design and Implementation of Signal Processing SystemNeural Networks for Signal Processing Signal Processing EducationOther Emerging Applications of Signal ProcessingSpecial Sessions. Institute of Electrical and Electronics Engineers Inc., 2000. p. 3891-3894 860253 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 6).

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

Emamian, W, Kaveh, M & Tewfik, AH 2000, Robust clustering of acoustic emission signals using the Kohonen network. in Design and Implementation of Signal Processing SystemNeural Networks for Signal Processing Signal Processing EducationOther Emerging Applications of Signal ProcessingSpecial Sessions., 860253, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, vol. 6, Institute of Electrical and Electronics Engineers Inc., pp. 3891-3894, 25th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2000, Istanbul, Turkey, 6/5/00. https://doi.org/10.1109/ICASSP.2000.860253

Emamian W, Kaveh M, Tewfik AH. Robust clustering of acoustic emission signals using the Kohonen network. In Design and Implementation of Signal Processing SystemNeural Networks for Signal Processing Signal Processing EducationOther Emerging Applications of Signal ProcessingSpecial Sessions. Institute of Electrical and Electronics Engineers Inc. 2000. p. 3891-3894. 860253. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings). doi: 10.1109/ICASSP.2000.860253

Emamian, Wahid ; Kaveh, Mostafa ; Tewfik, Ahmed H. / Robust clustering of acoustic emission signals using the Kohonen network. Design and Implementation of Signal Processing SystemNeural Networks for Signal Processing Signal Processing EducationOther Emerging Applications of Signal ProcessingSpecial Sessions. Institute of Electrical and Electronics Engineers Inc., 2000. pp. 3891-3894 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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Robust clustering of acoustic emission signals using the Kohonen network

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