DocumentCode :
1253619
Title :
Robustness Analysis of the Phase-Phase Correlator to White Impulsive Noise With Applications to Autoregressive Modeling
Author :
Tamburello, Philip ; Mili, Lamine
Author_Institution :
SAIC, Arlington, VA, USA
Volume :
60
Issue :
11
fYear :
2012
Firstpage :
6053
Lastpage :
6058
Abstract :
Using only the phase information and a relationship based on the Gaussian Hypergeometric function, the Phase-Phase Correlator can be utilized to estimate the normalized cross-correlation coefficient between two zero-mean complex Gaussian processes. This estimator naturally introduces a certain robustness to white impulsive observation noise over the Gaussian Maximum Likelihood estimator. This correspondence examines the robustness of the Phase-Phase Correlator in the presence of uncorrelated impulsive noise. We show that its asymptotic bias compares favorably to the robust Schweppe-type GM-estimator with the Huber function termed SHGM at a cost of efficiency. Application of the PPC to autoregressive time series analysis is illustrated with a parametric spectral estimation example.
Keywords :
Gaussian processes; autoregressive processes; correlators; geometry; impulse noise; maximum likelihood estimation; parameter estimation; time series; white noise; Gaussian hypergeometric function; Gaussian maximum likelihood estimator; Huber function; PPC; SHGM; autoregressive modeling; autoregressive time series analysis; normalized cross-correlation coefficient estimation; parametric spectral estimation; phase information; phase-phase correlator; robust Schweppe-type GM-estimator; robustness analysis; uncorrelated white impulsive observation noise; zero-mean complex Gaussian process; Contamination; Correlation; Correlators; Maximum likelihood estimation; Noise; Random processes; Robustness; Bias curve; correlation coefficient; impulsive noise; outliers; phase-phase correlator; robust statistics;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2012.2210551
Filename :
6252075
Link To Document :
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