Multi-window Gabor expansion for evolutionary spectral analysis

被引:59
作者
Akan, A [1 ]
Chaparro, LF [1 ]
机构
[1] Istanbul Univ, Dept Elect Engn, TR-34850 Istanbul, Turkey
关键词
discrete Gabor expansion; evolutionary spectrum; multi-resolution signal analysis; time-frequency masking; time-frequency signal analysis;
D O I
10.1016/S0165-1684(97)00161-8
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 ; 0809 ;
摘要
In this paper, we connect a new multi-window discrete Gabor expansion of finite extent, deterministic signals with their evolutionary spectra. In our method both the signal representation and its corresponding evolutionary spectrum are obtained simultaneously. Including a scale parameter in the discrete Gabor expansion, we develop a multi-window representation which can be related to the deterministic version of the Wold-Cramer decomposition of non-stationary signals. By choosing Gaussian windows and appropriate scales, the expansion can be used to represent the narrow-and wide-band components of a signal. The evolutionary spectrum is then easily calculated from the Gabor coefficients. The computation of the evolutionary spectrum using this approach can be efficiently done by means of the Fast Fourier Transform algorithm. As an application, we present an approximate implementation of time-frequency masking. This implementation only requires that the support of the Gabor coefficients be restricted in the time-frequency plane. Examples illustrating the evolutionary spectral analysis and the proposed time-frequency masking are given. (C) 1997 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:249 / 262
页数:14
相关论文
共 34 条
[1]  
[Anonymous], 1989, J TIME SER ANAL
[2]  
BALIAN R, 1981, CR ACAD SCI II, V292, P1357
[3]   GABOR EXPANSION OF A SIGNAL INTO GAUSSIAN ELEMENTARY SIGNALS [J].
BASTIAANS, MJ .
PROCEEDINGS OF THE IEEE, 1980, 68 (04) :538-539
[4]  
Boashash B., 1992, TIME FREQUENCY SIGNA
[5]  
BOASHASH B, 1992, TIME FREQUENCY SIGNA, P389
[6]   TIME-VARYING FILTERING AND SIGNAL ESTIMATION USING WIGNER DISTRIBUTION SYNTHESIS TECHNIQUES [J].
BOUDREAUXBARTELS, GF ;
PARKS, TW .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1986, 34 (03) :442-451
[7]  
BROWN M, 1994, P ICASSP 94 AD AUSTR
[8]   TIME FREQUENCY-DISTRIBUTIONS - A REVIEW [J].
COHEN, L .
PROCEEDINGS OF THE IEEE, 1989, 77 (07) :941-981
[9]  
Cohen L, 1995, Prentice Hall signal processing series
[10]   A SIMPLE WILSON ORTHONORMAL BASIS WITH EXPONENTIAL DECAY [J].
DAUBECHIES, I ;
JAFFARD, S ;
JOURNE, JL .
SIAM JOURNAL ON MATHEMATICAL ANALYSIS, 1991, 22 (02) :554-572