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Frequency domain maximum correntropy criterion spline adaptive filtering. | LitMetric

Frequency domain maximum correntropy criterion spline adaptive filtering.

Sci Rep

Science and Technology on Electro-Optical Information Security Control Laboratory, Tianjin, 300308, China.

Published: December 2021


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Article Abstract

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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http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8674278PMC
http://dx.doi.org/10.1038/s41598-021-01863-6DOI Listing

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