The paper presents a comparative study of the effectiveness of three novel damage detection techniques namely Continuous Wavelet Transform (CWT), Empirical Mode Decomposition (EMD) and Wavelet Packet Sifting (WPS). The health condition of a mechanical or civil engineering structure can be assessed by monitoring a change in natural frequencies and mode shapes. CWT method can be used to identify the instantaneous values of these modal parameters by the wavelet ridges. Using the EMD method, intrinsic mode functions (IMF) can be sifted from a vibration signal, whereas a newly-developed WPS technique can decompose a signal into its dominant mono-frequency components. Instantaneous modal information can be extracted by incorporating the EMD and WPS with the Hilbert Transform. These techniques are illustrated for simulated vibration data from a three-degree-of-freedom system subjected to (i) sudden damage and (ii) progressive damage. The aspects related to the implementation algorithms, sensitivity to damage type and the robustness issues in case of noisy data are discussed. In case of progressive damage, all methods performed well. WPS technique performed better in case of sudden damage whereas CWT demonstrated robustness in case of noisy data.
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ASME 2004 International Mechanical Engineering Congress and Exposition
November 13–19, 2004
Anaheim, California, USA
Conference Sponsors:
- Design Engineering Division
ISBN:
0-7918-4705-5
PROCEEDINGS PAPER
A Comparative Study of the Empirical Mode Decomposition and Wavelet Analysis on Their Application for Structural Health Monitoring
Adriana Hera,
Adriana Hera
Worcester Polytechnic Institute
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Abhijeet Shinde,
Abhijeet Shinde
Worcester Polytechnic Institute
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Zhikun Hou
Zhikun Hou
Worcester Polytechnic Institute
Search for other works by this author on:
Adriana Hera
Worcester Polytechnic Institute
Abhijeet Shinde
Worcester Polytechnic Institute
Zhikun Hou
Worcester Polytechnic Institute
Paper No:
IMECE2004-59832, pp. 449-458; 10 pages
Published Online:
March 24, 2008
Citation
Hera, A, Shinde, A, & Hou, Z. "A Comparative Study of the Empirical Mode Decomposition and Wavelet Analysis on Their Application for Structural Health Monitoring." Proceedings of the ASME 2004 International Mechanical Engineering Congress and Exposition. Design Engineering. Anaheim, California, USA. November 13–19, 2004. pp. 449-458. ASME. https://doi.org/10.1115/IMECE2004-59832
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