Robust M-estimates of the frequency and amplitude of a complex-valued harmonic

Authors
Citation
V. Katkovnik, Robust M-estimates of the frequency and amplitude of a complex-valued harmonic, SIGNAL PROC, 77(1), 1999, pp. 71-84
Citations number
18
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
SIGNAL PROCESSING
ISSN journal
01651684 → ACNP
Volume
77
Issue
1
Year of publication
1999
Pages
71 - 84
Database
ISI
SICI code
0165-1684(199908)77:1<71:RMOTFA>2.0.ZU;2-C
Abstract
A maximum likelihood type nil-estimates of the time-invariant amplitude and time-varying frequency are developed for observations of a complex-valued harmonic contaminated by impulse random errors having an unknown heavy-tail ed error distribution. The M-estimates are different from the standard shor t-time periodogram by a nonquadratic loss function minimized in order to ob tain the estimates. A choice of this loss function on the base of the Huber 's minimax robust statistics enables the M-estimates to be robust with resp ect to the error distribution. Asymptotic analytical results are given for the variance and bias of the estimates; The l(1)-periodogram is introduced as a special class of the robust periodogram where the loss function is a s um of absolute values of real and imaginary parts of residuals. The simulat ion demonstrates an effectiveness of the proposed robust estimates. (C) 199 9 Elsevier Science B.V. All rights reserved.