Title :
Time-varying higher-order cumulant spectra: application to the analysis of composite FM signals in multiplicative and additive noise
Author :
Boashash, Boualem ; Ristic, Branko
Author_Institution :
Signal Process. Res. Centre, Queensland Univ. of Technol., Brisbane, Qld., Australia
Abstract :
Time-varying higher-order spectra (TV-HOS), have recently been proposed for (poly)spectral analysis of non-stationary signals. Two new results are presented here. First, the cumulant TV-HOS (in particular, cumulant Wigner-Ville trispectrum (WVT)), is shown to preserve the essential properties of cumulant higher-order spectra (e.g. eliminate Gaussian additive noise) and at the same time characterise time-variations of the signal´s frequency content. Second, when dealing with composite FM signals, a special kind of “non-oscillating cross-terms” is shown to appear in the moment TV-HOS time-frequency subspace. We show that these cross-terms cannot be eliminated by smoothing the WVT, but rather by an appropriate projection from the full time-multi-frequency space to a time-frequency subspace
Keywords :
Gaussian noise; frequency modulation; higher order statistics; method of moments; polynomials; spectral analysis; time-frequency analysis; white noise; Gaussian additive noise; additive noise; composite FM signals; cumulant Wigner-Ville trispectrum; frequency content; full time-multi-frequency space; multiplicative noise; nonoscillating cross-terms; nonstationary signals; spectral analysis; time-frequency subspace; time-variations; time-varying higher-order cumulant spectra; Additive noise; Australia; Gaussian noise; Higher order statistics; Performance analysis; Polynomials; Signal analysis; Signal processing; Smoothing methods; Time frequency analysis;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
Conference_Location :
Adelaide, SA
Print_ISBN :
0-7803-1775-0
DOI :
10.1109/ICASSP.1994.389812