DocumentCode :
352277
Title :
Adaptive instantaneous frequency estimation of multi-component FM signals
Author :
Hussain, Zahir M. ; Boashash, Boualem
Author_Institution :
Signal Processing Res. Centre, Queensland Univ. of Technol., Brisbane, Qld., Australia
Volume :
2
fYear :
2000
fDate :
2000
Abstract :
Estimation of the instantaneous frequency (IF) of multicomponent FM signals with additive Gaussian noise is considered. A reduced interference distribution (RID) with high resolution is used for time-frequency representation of signals. If the IF law is a nonlinear function of time, the bias and variance of the estimate depend on the window length. The optimal window length for bias-variance tradeoff depends on the unknown IF law, hence calling for an adaptive algorithm with time-varying and data-driven window length to resolve this tradeoff. The adaptive estimation of multiple IF laws is based on tracking the component maxima in the time-frequency plane. Simulation results for multi-component signals are comparable with those obtained for mono-component signals when the components are well separated
Keywords :
AWGN; adaptive estimation; frequency estimation; frequency modulation; signal representation; time-frequency analysis; IF law; adaptive algorithm; adaptive instantaneous frequency estimation; additive Gaussian noise; bias; bias-variance tradeoff; data-driven window length; multi-component FM signals; nonlinear function; reduced interference distribution; resolution; time-frequency plane; time-frequency representation; time-varying window length; tracking; variance; window length; Adaptive algorithm; Adaptive signal processing; Additive noise; Australia; Frequency estimation; Gaussian noise; Interference; Signal processing; Signal resolution; Time frequency analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
ISSN :
1520-6149
Print_ISBN :
0-7803-6293-4
Type :
conf
DOI :
10.1109/ICASSP.2000.859045
Filename :
859045
Link To Document :
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