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Some Results on the Wavelet Packet Decomposition of Nonstationary Processes

DOI: 10.1155/s1687617202207040

Keywords: wavelets , wavelet packets , cyclostationary processes , non- stationarity , higher order statistics , central limit , asymptotic statistics.

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Abstract:

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. In this paper, 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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