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
Link To Document :
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