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Frequency domain maximum correntropy criterion spline adaptive filtering

A filtering algorithm based on frequency domain spline type, frequency domain spline adaptive filters (FDSAF), effectively reducing the computational complexity of the filter. However, the FDSAF algorithm is unable to suppress non-Gaussian impulsive noises. To suppression non-Gaussian impulsive nois...

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Detalles Bibliográficos
Autores principales: Guo, Wenyan, Zhi, Yongfeng, Feng, Kai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8674278/
https://www.ncbi.nlm.nih.gov/pubmed/34911969
http://dx.doi.org/10.1038/s41598-021-01863-6
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author Guo, Wenyan
Zhi, Yongfeng
Feng, Kai
author_facet Guo, Wenyan
Zhi, Yongfeng
Feng, Kai
author_sort Guo, Wenyan
collection PubMed
description A filtering algorithm based on frequency domain spline type, frequency domain spline adaptive filters (FDSAF), effectively reducing the computational complexity of the filter. However, the FDSAF algorithm is unable to suppress non-Gaussian impulsive noises. To suppression non-Gaussian impulsive noises along with having comparable operation time, a maximum correntropy criterion (MCC) based frequency domain spline adaptive filter called frequency domain maximum correntropy criterion spline adaptive filter (FDSAF-MCC) is developed in this paper. Further, the bound on learning rate for convergence of the proposed algorithm is also studied. And through experimental simulations verify the effectiveness of the proposed algorithm in suppressing non-Gaussian impulsive noises. Compared with the existing frequency domain spline adaptive filter, the proposed algorithm has better performance.
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spelling pubmed-86742782021-12-16 Frequency domain maximum correntropy criterion spline adaptive filtering Guo, Wenyan Zhi, Yongfeng Feng, Kai Sci Rep Article A filtering algorithm based on frequency domain spline type, frequency domain spline adaptive filters (FDSAF), effectively reducing the computational complexity of the filter. However, the FDSAF algorithm is unable to suppress non-Gaussian impulsive noises. To suppression non-Gaussian impulsive noises along with having comparable operation time, a maximum correntropy criterion (MCC) based frequency domain spline adaptive filter called frequency domain maximum correntropy criterion spline adaptive filter (FDSAF-MCC) is developed in this paper. Further, the bound on learning rate for convergence of the proposed algorithm is also studied. And through experimental simulations verify the effectiveness of the proposed algorithm in suppressing non-Gaussian impulsive noises. Compared with the existing frequency domain spline adaptive filter, the proposed algorithm has better performance. Nature Publishing Group UK 2021-12-15 /pmc/articles/PMC8674278/ /pubmed/34911969 http://dx.doi.org/10.1038/s41598-021-01863-6 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Guo, Wenyan
Zhi, Yongfeng
Feng, Kai
Frequency domain maximum correntropy criterion spline adaptive filtering
title Frequency domain maximum correntropy criterion spline adaptive filtering
title_full Frequency domain maximum correntropy criterion spline adaptive filtering
title_fullStr Frequency domain maximum correntropy criterion spline adaptive filtering
title_full_unstemmed Frequency domain maximum correntropy criterion spline adaptive filtering
title_short Frequency domain maximum correntropy criterion spline adaptive filtering
title_sort frequency domain maximum correntropy criterion spline adaptive filtering
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8674278/
https://www.ncbi.nlm.nih.gov/pubmed/34911969
http://dx.doi.org/10.1038/s41598-021-01863-6
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