Dynamic variable step size LMS adaptation algorithms -- Application to adaptive feedforward noise attenuation
Optimization and Control
2024-03-21 v1
Abstract
The paper explores in detail the use of dynamic adaptation gain/step size (DAG) for improving the adaptation transient performance of variable step-size LMS (VS-LMS) adaptation algorithms. A generic form for the implementation of the DAG within the VS-LMS algorithms is provided. Criteria for the selection of the coefficients of the DAG filter which is required to be a strictly positive real transfer operator are given. The potential of the VS-LMS adaptation algorithms using a DAG is then illustrated by experimental results obtained on a relevant adaptive active noise attenuation system.
Keywords
Cite
@article{arxiv.2403.13381,
title = {Dynamic variable step size LMS adaptation algorithms -- Application to adaptive feedforward noise attenuation},
author = {Tudor-Bogdan Airimitoaie and Bernard Vau and Dariusz Bismor and Gabriel Buche and Ioan Doré Landau},
journal= {arXiv preprint arXiv:2403.13381},
year = {2024}
}
Comments
European Control Conference 2024, Jun 2024, Stockholm, Sweden