DocumentCode
323981
Title
Using a pair of HOS slices for system reconstruction: methodology and performance analysis
Author
Pozidis, Haralambos ; Petropulu, Athina P.
Author_Institution
Electr. & Comput. Eng. Dept., Drexel Univ., Philadelphia, PA, USA
Volume
1
fYear
1997
fDate
2-5 Nov. 1997
Firstpage
463
Abstract
We present a method for unique identification of the impulse response of a system, based on any two horizontal slices of the discretized n-th order output spectrum, (n/spl ges/3). We establish a necessary and sufficient condition for the relationship between the distance of the slices and the grid size, under which reconstruction is possible. The conducted statistical analysis of the method indicates that, if the n-th order spectrum estimates are asymptotically unbiased and consistent, the system estimates are asymptotically unbiased and consistent too. The ability to select the slices to be used for reconstruction enables one to avoid regions of the n-th order spectrum where the estimation variance is high, or where the ideal bispectrum is expected to be zero, as in the case of bandlimited systems. We finally demonstrate via simulations the superiority, in terms of estimation bias and variance, of the proposed method over existing approaches in the case of bandlimited systems.
Keywords
parameter estimation; signal reconstruction; spectral analysis; statistical analysis; transient response; HOS slices; asymptotically unbiased estimates; bandlimited systems; bispectrum; consistent estimates; estimation bias; estimation variance; grid size; higher order spectra; horizontal slices; impulse response identification; necessary condition; output spectrum; performance analysis; simulations; spectrum estimates; statistical analysis; sufficient condition; system estimates; system reconstruction; Additive noise; Distortion; Estimation error; Noise reduction; Noise robustness; Parametric statistics; Performance analysis; Phase noise; Statistical analysis; System identification;
fLanguage
English
Publisher
ieee
Conference_Titel
Signals, Systems & Computers, 1997. Conference Record of the Thirty-First Asilomar Conference on
Conference_Location
Pacific Grove, CA, USA
ISSN
1058-6393
Print_ISBN
0-8186-8316-3
Type
conf
DOI
10.1109/ACSSC.1997.680370
Filename
680370
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