Local spectral analysis using wavelet packets

被引:11
作者
Yu, J [1 ]
Karlsson, S
机构
[1] Swedish Univ Agr Sci, Dept Forest Resource Management & Geomat, S-90183 Umea, Sweden
[2] Univ Hosp No Sweden, Dept Biomed Engn & Informat, S-90185 Umea, Sweden
关键词
wavelet transform; wavelet packets; multiresolution analysis; second-order stationary process; spectral estimation; wavelet packet spectrum;
D O I
10.1007/BF01201975
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 [电气工程]; 0809 [电子科学与技术];
摘要
Wavelet packets are a useful extension of wavelets, which are of wide potential use in a statistical context. In this paper, an approach to the local spectral analysis of a stationary time series based on wavelet packet decomposition is developed. This involves extensions to the wavelet context of standard time series ideas such as the periodogram and spectrum. Some asymptotic properties of the new estimate are provided. The technique is illustrated by simulated signals and its application to physiological data, and its potential use in studies of time-dependent spectral analysis is discussed.
引用
收藏
页码:497 / 528
页数:32
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