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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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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. |
format | Online Article Text |
id | pubmed-8674278 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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