An Efficient Algorithm for Instantaneous Frequency Estimation of Nonstationary Multicomponent Signals in Low SNR (CROSBI ID 169234)
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Podaci o odgovornosti
Lerga, Jonatan ; Sučić, Viktor ; Boashash, Boualem
engleski
An Efficient Algorithm for Instantaneous Frequency Estimation of Nonstationary Multicomponent Signals in Low SNR
A method for components instantaneous frequency (IF) estimation of multi-component signals in low signal-to-noise ratio (SNR) is proposed. The method combines a new proposed modification of a blind source separation (BSS) algorithm for components separation, with the improved adaptive IF estimation procedure based on the modified sliding pair-wise intersection of confidence intervals (ICI) rule. The obtained results are compared to the multicomponent signal ICI-based IF estimation method for various window types and SNRs, showing the estimation accuracy improvement in terms of the mean squared error (MSE) by up to 23%. Furthermore, the highest improvement is achieved for low SNRs values, when many of the existing methods fail.
time-frequency distributions; multi-component signal; blind source separation; instantaneous frequency estimation
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Podaci o izdanju
2011
2011.
1-16
objavljeno
1687-6172
10.1155/2011/725189
Povezanost rada
Elektrotehnika, Računarstvo