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AuthorSucic V.
AuthorLerga J.
AuthorBoashash B.
Available date2022-05-31T19:01:36Z
Publication Date2014
Publication NameIET Signal Processing
ResourceScopus
Identifierhttp://dx.doi.org/10.1049/iet-spr.2013.0349
URIhttp://hdl.handle.net/10576/31916
AbstractThis 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 shorttime R�nyi 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.
Languageen
PublisherInstitution of Engineering and Technology
SubjectAdaptive algorithms
Estimation
Accuracy Improvement
Estimation methods
Instantaneous frequency estimation
Intersection of confidence intervals
Mean absolute error
Mean squared error
Multicomponent signals
Time-frequency distributions
Information use
TitleMulticomponent noisy signal adaptive instantaneous frequency estimation using components time support information
TypeArticle
Pagination277-284
Issue Number3
Volume Number8


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