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
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