DocumentCode :
918274
Title :
Robust estimation of signal amplitude
Author :
Martin, R.D.
Volume :
18
Issue :
5
fYear :
1972
fDate :
9/1/1972 12:00:00 AM
Firstpage :
596
Lastpage :
606
Abstract :
An iterative estimation procedure involving the use of a light limiter is proposed for obtaining robust estimates of the amplitude of a signal of known form in additive nearly Gaussian noise. In the case of a constant signal the procedure, referred to as the iterative limiter estimator (ILE), is exhibited as a form of stochastic approximation and the procedure is shown to be robust in a well-defined asymptotically min-max sense. The ILE is also shown to be asymptotically robust in terms of efficiency relative to the sample mean. in the case of a time-varying signal the procedure is referred to as an iterative limiter-correlator estimator (ILCE). Simulation results show that both the ILE and the ILCE possess a high degree of robustness for seemingly mild, but potent, deviations from the Gaussian model. This robustness is obtained at the expense of a relatively small loss in efficiency when the noise is actually Gaussian.
Keywords :
Limiting; Signal estimation; Amplitude estimation; Fourier transforms; Frequency; Gaussian noise; Noise robustness; Parameter estimation; Signal processing; Signal resolution; Signal to noise ratio; Statistics;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.1972.1054890
Filename :
1054890
Link To Document :
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