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Content Provider | IET Digital Library |
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Author | Sucic, Victor Lerga, Jonatan Boashash, Boualem |
Abstract | This study proposes an adaptive method for components instantaneous frequency (IF) estimation of noisy non-stationary multicomponent signals, combined with the components time-support estimation method based on the short-time Rényi entropy (STRE). Components localisation and separation are done using a double-direction component tracking and extraction method presented here, while the IF estimation is done using the adaptive algorithms based on the intersection of confidence intervals (ICI) rule and the relative intersection of confidence intervals (RICI) rule. The results obtained using the ICI and RICI rules are compared for various window types, signal-to-noise ratios and time–frequency distributions, both with and without using the information on components time support. Most of the errors in IF estimation using the ICI and RICI-based methods are caused by imprecise components time-support estimation. The proposed methods combined with the STRE have achieved a significant accuracy improvement in terms of the mean absolute error and the mean squared error, reducing them by up to 73 and 93%, respectively. The method has been applied to real-life signals and proven to be an efficient tool for IF estimation of noisy non-stationary multicomponent signals. |
Starting Page | 277 |
Ending Page | 284 |
Page Count | 8 |
ISSN | 17519675 |
Volume Number | 8 |
e-ISSN | 17519683 |
Issue Number | Issue 3, May (2014) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-spr/8/3 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-spr.2013.0349 |
Journal | IET Signal Processing |
Publisher Date | 2014-01-27 |
Access Restriction | Open |
Rights Holder | © The Institution of Engineering and Technology |
Subject Keyword | Adaptive Algorithm Adaptive Estimation Component Localisation Component Separation Component Time Support Information Component Time-support Estimation Method Double-direction Component Tracking-extraction Method Feature Extraction Frequency Estimation ICI Rule IF Estimation Intersection of Confidence Intervals Mean Absolute Error Mean Square Error Method Multicomponent Noisy Signal Adaptive Instantaneous Frequency Estimation Noisy Nonstationary Multicomponent Signal Relative Intersection of Confidence Intervals RICI Rule Short-time Re�nyi Entropy Signal Processing Signal Processing And Detection Signal Processing Theory Signal to Noise Ratio Statistics STRE Time-frequency Distribution |
Content Type | Text |
Resource Type | Article |
Subject | Signal Processing Electrical and Electronic Engineering |
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