DocumentCode
1712572
Title
Research of stationary partitions in nonstationary processes by measurement of spectral distance with the help of nondyadic Malvar´s decomposition
Author
Carré, Philippe ; Fernandez-Maloigne, Christine
Author_Institution
IRCOM-SIC Lab., CNRS, Futuroscope, France
fYear
1998
Firstpage
429
Lastpage
432
Abstract
In this article, we propose a simple algorithm allowing the research of stationary partitions in locally stationary processes, by use of adapted local bases like the local DCT or the short-time Fourier transform. The algorithm aims at finding some windows of which width is adapted to the rate of change in the spectrum. A similar approach was proposed by Adak (1995), who detected changes over time in the spectra of the process to select a data-dependent window size. The same principle is used in our algorithm, with a more robust estimation of the difference in spectra than Adak. After denoising of the periodogram with the help of the undecimated wavelet transform, we consider the “symmetrical case” in the best partition selection method. A post-treatment permits us to deal with the nonuniform partitions
Keywords
Fourier transforms; autoregressive processes; discrete cosine transforms; estimation theory; signal processing; spectral analysis; wavelet transforms; adapted local bases; best partition selection method; data-dependent window size; denoising; local DCT; locally stationary processes; nondyadic Malvar´s decomposition; nonstationary processes; nonuniform partitions; periodogram; robust estimation; short-time Fourier transform; spectral distance; spectrum; stationary partitions; symmetrical case; undecimated wavelet transform; windows; Binary trees; Change detection algorithms; Discrete Fourier transforms; Discrete cosine transforms; Discrete wavelet transforms; Fourier transforms; Laboratories; Noise reduction; Partitioning algorithms; Robustness;
fLanguage
English
Publisher
ieee
Conference_Titel
Time-Frequency and Time-Scale Analysis, 1998. Proceedings of the IEEE-SP International Symposium on
Conference_Location
Pittsburgh, PA
Print_ISBN
0-7803-5073-1
Type
conf
DOI
10.1109/TFSA.1998.721453
Filename
721453
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