DocumentCode :
1053407
Title :
Approximate information content of a signal with bispectral constraints
Author :
Stecker, Mark M.
Author_Institution :
Neurology Dept., Geisinger Med. Center, Danville, PA, USA
Volume :
51
Issue :
1
fYear :
2003
Firstpage :
52
Lastpage :
63
Abstract :
The information content of a signal constrained only by its autocorrelation function or by the total power at each of its Fourier frequencies is well known. This paper addresses the information content of a signal constrained by both the power at each Fourier frequency and by its bispectrum. It is found that the amount by which the information content of a signal with a known power spectrum is reduced when bispectral constraints are imposed is primarily determined by its bicoherence. Approximate solutions for the signal distribution function and signal entropy are obtained in the limit of small bicoherence values using a perturbation theory approach. In the limit of bicocoherence values approaching unity, approaches based on a "mean field" argument also yield expressions for the signal information content. Estimates of the reduction in information content by a quadratic distortion are made. Signal distribution functions are used to develop a non-linear signal detection algorithm similar to the North filter.
Keywords :
Fourier analysis; approximation theory; entropy; signal detection; spectral analysis; Fourier frequencies; North filter; approximate signal information content; approximate solutions; autocorrelation function; bicoherence values limit; bispectral constraints; bispectrum; mean field; nonlinear signal detection algorithm; perturbation theory; quadratic distortion; signal distribution function; signal entropy; total power; Distribution functions; Entropy; Frequency; Integral equations; Nonlinear distortion; Particle measurements; Phase measurement; Signal detection; Time measurement; Volume measurement;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2002.806556
Filename :
1145706
Link To Document :
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