Theoretical Analysis of the Performance of the Data-Reuse RLS Algorithm

Wei Gao; Jie Chen; Cedric Richard

doi:10.1109/TCSII.2023.3305482

Theoretical Analysis of the Performance of the Data-Reuse RLS Algorithm

Wei Gao
, Jie Chen
, Cedric Richard

航海学院

Jiangsu University
Université Côte d'Azur

科研成果: 期刊稿件 › 文章 › 同行评审

13 引用（Scopus）

摘要

The data-reuse RLS (DR-RLS) algorithm is a computationally efficient technique that has been recently introduced to improve the tracking capabilities of the RLS. Nevertheless, no analysis of its convergence has been proposed so far. The aim of that work is to fill this gap with theoretical analyzes in the sense of the mean and mean-square error. Both transient and steady-state analytical models are provided. Their effectiveness and accuracy are validated through numerical simulations.

源语言	英语
页（从-至）	490-494
页数	5
期刊	IEEE Transactions on Circuits and Systems II: Express Briefs
卷	71
期	1
DOI	https://doi.org/10.1109/TCSII.2023.3305482
出版状态	已出版 - 1 1月 2024

访问文件

10.1109/TCSII.2023.3305482

其它文件与链接

链接到 Scopus 的出版物

引用此

@article{6731a0fbf54f4f36b8c646a83ec5a884,

title = "Theoretical Analysis of the Performance of the Data-Reuse RLS Algorithm",

abstract = "The data-reuse RLS (DR-RLS) algorithm is a computationally efficient technique that has been recently introduced to improve the tracking capabilities of the RLS. Nevertheless, no analysis of its convergence has been proposed so far. The aim of that work is to fill this gap with theoretical analyzes in the sense of the mean and mean-square error. Both transient and steady-state analytical models are provided. Their effectiveness and accuracy are validated through numerical simulations.",

keywords = "Adaptive filtering, RLS algorithm, data-reuse, steady-state analysis, transient convergence analysis",

author = "Wei Gao and Jie Chen and Cedric Richard",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.",

year = "2024",

month = jan,

day = "1",

doi = "10.1109/TCSII.2023.3305482",

language = "英语",

volume = "71",

pages = "490--494",

journal = "IEEE Transactions on Circuits and Systems II: Express Briefs",

issn = "1549-7747",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

number = "1",

}

TY - JOUR

T1 - Theoretical Analysis of the Performance of the Data-Reuse RLS Algorithm

AU - Gao, Wei

AU - Chen, Jie

AU - Richard, Cedric

PY - 2024/1/1

Y1 - 2024/1/1

N2 - The data-reuse RLS (DR-RLS) algorithm is a computationally efficient technique that has been recently introduced to improve the tracking capabilities of the RLS. Nevertheless, no analysis of its convergence has been proposed so far. The aim of that work is to fill this gap with theoretical analyzes in the sense of the mean and mean-square error. Both transient and steady-state analytical models are provided. Their effectiveness and accuracy are validated through numerical simulations.

AB - The data-reuse RLS (DR-RLS) algorithm is a computationally efficient technique that has been recently introduced to improve the tracking capabilities of the RLS. Nevertheless, no analysis of its convergence has been proposed so far. The aim of that work is to fill this gap with theoretical analyzes in the sense of the mean and mean-square error. Both transient and steady-state analytical models are provided. Their effectiveness and accuracy are validated through numerical simulations.

KW - Adaptive filtering

KW - RLS algorithm

KW - data-reuse

KW - steady-state analysis

KW - transient convergence analysis

UR - https://www.scopus.com/pages/publications/85168270515

U2 - 10.1109/TCSII.2023.3305482

DO - 10.1109/TCSII.2023.3305482

M3 - 文章

AN - SCOPUS:85168270515

SN - 1549-7747

VL - 71

SP - 490

EP - 494

JO - IEEE Transactions on Circuits and Systems II: Express Briefs

JF - IEEE Transactions on Circuits and Systems II: Express Briefs

IS - 1

ER -

Theoretical Analysis of the Performance of the Data-Reuse RLS Algorithm

摘要

访问文件

其它文件与链接

学术指纹

引用此