Combined-Step-Size Geometric-Algebra Affine Projection Versoria algorithm against impulsive noise

In this brief, a new geometric-algebra affine projection Versoria (GA-APV) algorithm is proposed. Compared with the geometric-algebra LMS/NLMS algorithms, the GAAPV algorithm derived by shows faster convergence for highly correlated inputs and robustness to non-Gaussian impulsive signals due to the reuse of input signals and the geometricalgebra Versoria cost function. As well, a variant of GA-APV known as combined-step-size GA-APV (CSS-GA-APV) algorithm is designed to reconcile the convergence speed and steady-state error. Finally, numerical experiments have been performed to testify the tracking and steady-state performances of the GAAPV and CSS-GA-APV algorithms.

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Publication Details

Published
2024-10-18
DOI
https://doi.org/10.1109/icct62411.2024.10946343
Primary Topic
Advanced Numerical Analysis Techniques
Type
article
Field-Weighted Citation Impact
0.00

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article

Combined-Step-Size Geometric-Algebra Affine Projection Versoria algorithm against impulsive noise

Fuyi Huang, Jiashu Zhang, Zhao Zhang
Advanced Numerical Analysis Techniques
article

Combined-Step-Size Geometric-Algebra Affine Projection Versoria algorithm against impulsive noise

Fuyi Huang, Jiashu Zhang, Zhao Zhang
article en

Abstract

In this brief, a new geometric-algebra affine projection Versoria (GA-APV) algorithm is proposed. Compared with the geometric-algebra LMS/NLMS algorithms, the GAAPV algorithm derived by shows faster convergence for highly correlated inputs and robustness to non-Gaussian impulsive signals due to the reuse of input signals and the geometricalgebra Versoria cost function. As well, a variant of GA-APV known as combined-step-size GA-APV (CSS-GA-APV) algorithm is designed to reconcile the convergence speed and steady-state error. Finally, numerical experiments have been performed to testify the tracking and steady-state performances of the GAAPV and CSS-GA-APV algorithms.

Guangxi University (CN), China Electronics Technology Group Corporation (CN), Southwest Jiaotong University (CN)
National Science Foundation
Openalex Percentile: Top 71%
Advanced Numerical Analysis Techniques
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Combined-Step-Size Geometric-Algebra Affine Projection Versoria algorithm against impulsive noise — Fuyi Huang, Jiashu Zhang, et al. · (2024) | TGRS Research Map | TGRS