The Spectrum Segmentation Algorithm of Multimode Vibration Signal Based on Spectral Clustering

The mode peaks in frequency domain of vibration signal are strongly interfered by strong noise, causing the inaccuracy mode parameters. According to this situation, this paper comes up with the thought of mode-peak segmentation based on the spectral clustering algorithm. First, according to the conc...

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Bibliographic Details
Published inApplied Mechanics and Materials Vol. 121-126; pp. 2372 - 2376
Main Authors Wang, Dan Dan, Zhou, Yu, Ye, Qing Wei, Wang, Xiao Dong
Format Journal Article
LanguageEnglish
Published Zurich Trans Tech Publications Ltd 01.01.2012
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Summary:The mode peaks in frequency domain of vibration signal are strongly interfered by strong noise, causing the inaccuracy mode parameters. According to this situation, this paper comes up with the thought of mode-peak segmentation based on the spectral clustering algorithm. First, according to the concept of wave packet, the amplitude-frequency of vibration signal is divided into wave packets. Taking each wave packet as a sample of clustering algorithm, the spectral clustering algorithm is used to classify these wave packets. The amplitude-frequency curve of a mode peak becomes a big wave packet in macroscopic. The experiment to simulation signals indicates that this spectral clustering algorithm could accord with the macroscopic observation of mode segmentation effectively, and has outstanding performance especially in strong noise.
Bibliography:Selected, peer reviewed papers from the Second International Conference on Frontiers of Manufacturing and Design Science, (ICFMD 2011), December 11-13, Taiwan
ISBN:3037852828
9783037852828
ISSN:1660-9336
1662-7482
1662-7482
DOI:10.4028/www.scientific.net/AMM.121-126.2372