- Title
- Resonant frequency band estimation using adaptive wavelet decomposition level selection
- Creator
- Yaqub, Muhammad; Gondal, Iqbal; Kamruzzaman, Joarder
- Date
- 2011
- Type
- Text; Conference paper
- Identifier
- http://researchonline.federation.edu.au/vital/access/HandleResolver/1959.17/76170
- Identifier
- vital:7491
- Identifier
-
https://doi.org/10.1109/ICMA.2011.5985687
- Identifier
- ISBN:9781424481149
- Abstract
- The vibrations induced by machine faults help in diagnosis and prognosis of the machine. It is crucial for the fault diagnostic system to extract resonant frequency band which carries useful information about the defect frequencies and contains maximum signal to noise ratio. The spectral orientation of the resonant frequency band varies with the variation in machine dynamics. The existing techniques which employ wavelet transformation to exploit the signal energy distribution among different frequency sub-bands, are based on fixed decomposition level and do not optimize the wavelet parameters according to varying machine dynamics. The proposed study develops a novel technique: Adaptive Wavelet Decomposition and Resonance Frequency Estimation (AWRE) which estimates the positioning of the resonant frequency band based on adaptive selection of the wavelet decomposition levels. The results for the simulated as well as actual vibration data demonstrate that the proposed technique estimates the bandwidth of the resonant frequency band quite effectively.
- Publisher
- The Institute of Electrical and Electronics Engineers
- Relation
- 2011 IEEE International Conference on Mechatronics and Automation (ICMA) p. 376-381
- Rights
- This metadata is freely available under a CCO license
- Subject
- Adaptive signal processing; Condition monitoring; Fault diagnosis; Frequency estimation; Optimisation; Singular value decomposition; Spectral analysis; Vibrations; 0801 Artificial Intelligence and Image Processing; 0805 Distributed Computing
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