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-> Volume 11, Issue 8
Preprint: "Low-Oscillation Complex Wavelets" by P.S. Addison, J.N. Watson and T. Feng
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Paul Addison (p.addison@napier.ac.uk) Guest
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Posted: Tue Sep 30, 2003 8:35 pm Subject: Preprint: "Low-Oscillation Complex Wavelets" by P.S. Addison, J.N. Watson and T. Feng |
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Summary: The paper deals with the application of low oscillation complex wavelets that allow for a decomposition which is more 'temporal than spectral' in wavelet space. This makes them useful for detecting small amplitude, short duration signal features.
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Title: Low-Oscillation Complex Wavelets
Authors: P.S. Addison, J.N. Watson and T. Feng
Journal: The Journal of Sound and Vibration
The paper deals with the practical application of low oscillation complex wavelets - the complex Mexican hat and the Morlet wavelet with low central frequency. These wavelets, which have been largely ignored to date in the scientific literature, allow for a decomposition which is more 'temporal than spectral' in wavelet space. This is shown to be useful for the detection of small amplitude, short duration signal features which are masked by much larger fluctuations.
Wavelet transform-based methods employing these wavelets (based on both wavelet ridges and modulus maxima) are developed and applied to sonic echo NDT signals used for the analysis of structural elements. A new mobility scalogram and associated reflectogram is defined for analysis of impulse response characteristics of structural elements and a novel signal compression technique is described in which the pertinent signal information is contained within a few modulus maxima coefficients. As an example of its usefulness, the signal compression method is employed as a preprocessor for a neural network classifier. The authors believe that low oscillation complex wavelets have wide applicability to other practical signal analysis problems. Their possible application to two such problems is discussed briefly - the interrogation of arrhythmic ECG signals and the detection and characterisation of coherent structures in turbulent flow fields.
Download a copy from my wavelet page at
http://sbe.napier.ac.uk/staff/paddison/wavelet.htm
or directly at
http://sbe.napier.ac.uk/staff/paddison/lowoscs.pdf |
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