Some results on the wavelet packet decomposition of nonstationary processes (Q1424539)
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scientific article; zbMATH DE number 2058713
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Some results on the wavelet packet decomposition of nonstationary processes |
scientific article; zbMATH DE number 2058713 |
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Some results on the wavelet packet decomposition of nonstationary processes (English)
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16 March 2004
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Summary: Wavelet/wavelet packet decomposition has become a very useful tool in describing nonstationary processes. Important examples of nonstationary processes encountered in practice are cyclostationary processes or almost-cyclostationary processes. We study the statistical properties of the wavelet packet decomposition of a large class of nonstationary processes, including in particular cyclostationary and almost-cyclostationary processes. We first investigate, in a general framework, the existence and some properties of the cumulants of wavelet packet coefficients. We then study more precisely the almost-cyclostationary case, and determine the asymptotic distributions of wavelet packet coefficients. Finally, we particularize some of our results in the cyclostationary case before providing some illustrative simulations.
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wavelet packets
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cyclostationary processes
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nonstationarity
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higher-order statistics
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central limit theorem
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