JOURNAL ARTICLE

Time-frequency analysis and noise suppression with shift-invariant wavelet packets

Abstract

Cross terms associated with bilinear distributions are not necessarily interpretable as interference terms. Any signal can be broken up in an infinite number of ways, each of which generates different cross terms. Therefore, it is important to choose an appropriate decomposition that separates the parts which are well delineated in the time-frequency plane. We have presented a modified Wigner distribution, where undesirable interference-terms can be eliminated while still retaining high energy concentration. A prescribed signal is expanded into a redundant library of orthonormal wavelet packet bases, from which the best decomposition is selected, and subsequently transformed into the Wigner domain. The discrimination between beneficial cross terms, which primarily enhance the useful properties of the time-frequency representation, and undesirable interference terms is determined according to the degree of adjacency and relative amplitudes of the interacting basis functions; only adjacent pairs whose coefficients are large enough are related to the same component of the signal. The balance between interference terms, concentration and computational complexity is achieved by adjusting the distance and amplitude thresholds.

Keywords:
Orthonormal basis Wavelet packet decomposition Interference (communication) Wavelet Mathematics Time–frequency analysis Invariant (physics) Chirp Algorithm Network packet Wavelet transform Computer science Physics Telecommunications Artificial intelligence Quantum mechanics

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3
Cited By
0.45
FWCI (Field Weighted Citation Impact)
13
Refs
0.66
Citation Normalized Percentile
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Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Machine Fault Diagnosis Techniques
Physical Sciences →  Engineering →  Control and Systems Engineering
Ultrasonics and Acoustic Wave Propagation
Physical Sciences →  Engineering →  Mechanics of Materials

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