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Some Remarks about Entropy of Digital Filtered Signals

The finite numerical resolution of digital number representation has an impact on the properties of filters. Much effort has been done to develop efficient digital filters investigating the effects in the frequency response. However, it seems that there is less attention to the influence in the entr...

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Autores principales: Borges, Vinícius S., Nepomuceno, Erivelton G., Duque, Carlos A., Butusov, Denis N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516848/
https://www.ncbi.nlm.nih.gov/pubmed/33286139
http://dx.doi.org/10.3390/e22030365
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author Borges, Vinícius S.
Nepomuceno, Erivelton G.
Duque, Carlos A.
Butusov, Denis N.
author_facet Borges, Vinícius S.
Nepomuceno, Erivelton G.
Duque, Carlos A.
Butusov, Denis N.
author_sort Borges, Vinícius S.
collection PubMed
description The finite numerical resolution of digital number representation has an impact on the properties of filters. Much effort has been done to develop efficient digital filters investigating the effects in the frequency response. However, it seems that there is less attention to the influence in the entropy by digital filtered signals due to the finite precision. To contribute in such a direction, this manuscript presents some remarks about the entropy of filtered signals. Three types of filters are investigated: Butterworth, Chebyshev, and elliptic. Using a boundary technique, the parameters of the filters are evaluated according to the word length of 16 or 32 bits. It has been shown that filtered signals have their entropy increased even if the filters are linear. A significant positive correlation (p < 0.05) was observed between order and Shannon entropy of the filtered signal using the elliptic filter. Comparing to signal-to-noise ratio, entropy seems more efficient at detecting the increasing of noise in a filtered signal. Such knowledge can be used as an additional condition for designing digital filters.
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spelling pubmed-75168482020-11-09 Some Remarks about Entropy of Digital Filtered Signals Borges, Vinícius S. Nepomuceno, Erivelton G. Duque, Carlos A. Butusov, Denis N. Entropy (Basel) Article The finite numerical resolution of digital number representation has an impact on the properties of filters. Much effort has been done to develop efficient digital filters investigating the effects in the frequency response. However, it seems that there is less attention to the influence in the entropy by digital filtered signals due to the finite precision. To contribute in such a direction, this manuscript presents some remarks about the entropy of filtered signals. Three types of filters are investigated: Butterworth, Chebyshev, and elliptic. Using a boundary technique, the parameters of the filters are evaluated according to the word length of 16 or 32 bits. It has been shown that filtered signals have their entropy increased even if the filters are linear. A significant positive correlation (p < 0.05) was observed between order and Shannon entropy of the filtered signal using the elliptic filter. Comparing to signal-to-noise ratio, entropy seems more efficient at detecting the increasing of noise in a filtered signal. Such knowledge can be used as an additional condition for designing digital filters. MDPI 2020-03-23 /pmc/articles/PMC7516848/ /pubmed/33286139 http://dx.doi.org/10.3390/e22030365 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Borges, Vinícius S.
Nepomuceno, Erivelton G.
Duque, Carlos A.
Butusov, Denis N.
Some Remarks about Entropy of Digital Filtered Signals
title Some Remarks about Entropy of Digital Filtered Signals
title_full Some Remarks about Entropy of Digital Filtered Signals
title_fullStr Some Remarks about Entropy of Digital Filtered Signals
title_full_unstemmed Some Remarks about Entropy of Digital Filtered Signals
title_short Some Remarks about Entropy of Digital Filtered Signals
title_sort some remarks about entropy of digital filtered signals
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516848/
https://www.ncbi.nlm.nih.gov/pubmed/33286139
http://dx.doi.org/10.3390/e22030365
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