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Reduced Cycle Spinning Method for the Undecimated Wavelet Transform

The Undecimated Wavelet Transform is commonly used for signal processing due to its advantages over other wavelet techniques, but it is limited for some applications because of its computational cost. One of the methods utilized for the implementation of the Undecimated Wavelet Transform is the one...

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Autor principal: Rodriguez-Hernandez, Miguel A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6630254/
https://www.ncbi.nlm.nih.gov/pubmed/31226853
http://dx.doi.org/10.3390/s19122777
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author Rodriguez-Hernandez, Miguel A.
author_facet Rodriguez-Hernandez, Miguel A.
author_sort Rodriguez-Hernandez, Miguel A.
collection PubMed
description The Undecimated Wavelet Transform is commonly used for signal processing due to its advantages over other wavelet techniques, but it is limited for some applications because of its computational cost. One of the methods utilized for the implementation of the Undecimated Wavelet Transform is the one known as Cycle Spinning. This paper introduces an alternative Cycle Spinning implementation method that divides the computational cost by a factor close to 2. This work develops the mathematical background of the proposed method, shows the block diagrams for its implementation and validates the method by applying it to the denoising of ultrasonic signals. The evaluation of the denoising results shows that the new method produces similar denoising qualities than other Cycle Spinning implementations, with a reduced computational cost.
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spelling pubmed-66302542019-08-19 Reduced Cycle Spinning Method for the Undecimated Wavelet Transform Rodriguez-Hernandez, Miguel A. Sensors (Basel) Article The Undecimated Wavelet Transform is commonly used for signal processing due to its advantages over other wavelet techniques, but it is limited for some applications because of its computational cost. One of the methods utilized for the implementation of the Undecimated Wavelet Transform is the one known as Cycle Spinning. This paper introduces an alternative Cycle Spinning implementation method that divides the computational cost by a factor close to 2. This work develops the mathematical background of the proposed method, shows the block diagrams for its implementation and validates the method by applying it to the denoising of ultrasonic signals. The evaluation of the denoising results shows that the new method produces similar denoising qualities than other Cycle Spinning implementations, with a reduced computational cost. MDPI 2019-06-20 /pmc/articles/PMC6630254/ /pubmed/31226853 http://dx.doi.org/10.3390/s19122777 Text en © 2019 by the author. 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
Rodriguez-Hernandez, Miguel A.
Reduced Cycle Spinning Method for the Undecimated Wavelet Transform
title Reduced Cycle Spinning Method for the Undecimated Wavelet Transform
title_full Reduced Cycle Spinning Method for the Undecimated Wavelet Transform
title_fullStr Reduced Cycle Spinning Method for the Undecimated Wavelet Transform
title_full_unstemmed Reduced Cycle Spinning Method for the Undecimated Wavelet Transform
title_short Reduced Cycle Spinning Method for the Undecimated Wavelet Transform
title_sort reduced cycle spinning method for the undecimated wavelet transform
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6630254/
https://www.ncbi.nlm.nih.gov/pubmed/31226853
http://dx.doi.org/10.3390/s19122777
work_keys_str_mv AT rodriguezhernandezmiguela reducedcyclespinningmethodfortheundecimatedwavelettransform