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Entropy-Based Concentration and Instantaneous Frequency of TFDs from Cohen’s, Affine, and Reassigned Classes

This paper explores three groups of time–frequency distributions: the Cohen’s, affine, and reassigned classes of time–frequency representations (TFRs). This study provides detailed insight into the theory behind the selected TFRs belonging to these classes. Extensive numerical simulations were perfo...

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Autores principales: Bačnar, David, Saulig, Nicoletta, Petrijevčanin Vuksanović, Irena, Lerga, Jonatan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9146157/
https://www.ncbi.nlm.nih.gov/pubmed/35632131
http://dx.doi.org/10.3390/s22103727
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author Bačnar, David
Saulig, Nicoletta
Petrijevčanin Vuksanović, Irena
Lerga, Jonatan
author_facet Bačnar, David
Saulig, Nicoletta
Petrijevčanin Vuksanović, Irena
Lerga, Jonatan
author_sort Bačnar, David
collection PubMed
description This paper explores three groups of time–frequency distributions: the Cohen’s, affine, and reassigned classes of time–frequency representations (TFRs). This study provides detailed insight into the theory behind the selected TFRs belonging to these classes. Extensive numerical simulations were performed with examples that illustrate the behavior of the analyzed TFR classes in the joint time–frequency domain. The methods were applied both on synthetic and real-life non-stationary signals. The obtained results were assessed with respect to time–frequency concentration (measured by the Rényi entropy), instantaneous frequency (IF) estimation accuracy, cross-term presence in the TFRs, and the computational cost of the TFRs. This study gives valuable insight into the advantages and limitations of the analyzed TFRs and assists in selecting the proper distribution when analyzing given non-stationary signals in the time–frequency domain.
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spelling pubmed-91461572022-05-29 Entropy-Based Concentration and Instantaneous Frequency of TFDs from Cohen’s, Affine, and Reassigned Classes Bačnar, David Saulig, Nicoletta Petrijevčanin Vuksanović, Irena Lerga, Jonatan Sensors (Basel) Article This paper explores three groups of time–frequency distributions: the Cohen’s, affine, and reassigned classes of time–frequency representations (TFRs). This study provides detailed insight into the theory behind the selected TFRs belonging to these classes. Extensive numerical simulations were performed with examples that illustrate the behavior of the analyzed TFR classes in the joint time–frequency domain. The methods were applied both on synthetic and real-life non-stationary signals. The obtained results were assessed with respect to time–frequency concentration (measured by the Rényi entropy), instantaneous frequency (IF) estimation accuracy, cross-term presence in the TFRs, and the computational cost of the TFRs. This study gives valuable insight into the advantages and limitations of the analyzed TFRs and assists in selecting the proper distribution when analyzing given non-stationary signals in the time–frequency domain. MDPI 2022-05-13 /pmc/articles/PMC9146157/ /pubmed/35632131 http://dx.doi.org/10.3390/s22103727 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Bačnar, David
Saulig, Nicoletta
Petrijevčanin Vuksanović, Irena
Lerga, Jonatan
Entropy-Based Concentration and Instantaneous Frequency of TFDs from Cohen’s, Affine, and Reassigned Classes
title Entropy-Based Concentration and Instantaneous Frequency of TFDs from Cohen’s, Affine, and Reassigned Classes
title_full Entropy-Based Concentration and Instantaneous Frequency of TFDs from Cohen’s, Affine, and Reassigned Classes
title_fullStr Entropy-Based Concentration and Instantaneous Frequency of TFDs from Cohen’s, Affine, and Reassigned Classes
title_full_unstemmed Entropy-Based Concentration and Instantaneous Frequency of TFDs from Cohen’s, Affine, and Reassigned Classes
title_short Entropy-Based Concentration and Instantaneous Frequency of TFDs from Cohen’s, Affine, and Reassigned Classes
title_sort entropy-based concentration and instantaneous frequency of tfds from cohen’s, affine, and reassigned classes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9146157/
https://www.ncbi.nlm.nih.gov/pubmed/35632131
http://dx.doi.org/10.3390/s22103727
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