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Optimizing the Algorithm of Wavelet Packet Signal Filtering.
- Source :
-
Cybernetics & Systems Analysis . Jan2024, Vol. 60 Issue 1, p135-145. 11p. - Publication Year :
- 2024
-
Abstract
- A wavelet packet filtering algorithm has been developed, which includes cyclic movement along the branches of the wavelet packet tree with a constraint on each branch of the approximation and detail coefficients until the minimum root-mean-square error is attained, with the optimal parameters of the wavelet threshold and threshold function. To calculate the root-mean-square error of filtering, the signal is reconstructed in the time domain after each cycle of processing of the wavelet decomposition coefficients. In the next cycle, the received signal is decomposed into approximation and detail coefficients until the root-mean-square error reaches a minimum for all possible values of the basic wavelet threshold and the threshold function. The study was conducted with 20 of the most commonly used signals, including signals with linear and non-linear frequencies. To confirm the efficiency of wavelet packet filtering, a comparative analysis with the well-known methods based on a common threshold of detail coefficients at all levels of wavelet decomposition is given. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 10600396
- Volume :
- 60
- Issue :
- 1
- Database :
- Academic Search Index
- Journal :
- Cybernetics & Systems Analysis
- Publication Type :
- Academic Journal
- Accession number :
- 175458910
- Full Text :
- https://doi.org/10.1007/s10559-024-00654-x