TRANSIENT ANALYSIS OF CLUSTERED MULTITASK DIFFUSION RLS ALGORITHM

Wei Gao, Jie Chen, Cédric Richard, Wentao Shi, Qunfei Zhang

科研成果: 书/报告/会议事项章节会议稿件同行评审

5 引用 (Scopus)

摘要

In this paper, we propose a novel clustered multitask diffusion RLS (MT-DRLS) algorithm over network to further improve the performance of its counterpart, the multitask diffusion LMS (MT-DLMS) algorithm. Its transient behavior is investigated, in the mean and mean-square error sense. Simulation results illustrate the significant improvement of the MT-DRLS over the MT-DLMS in terms of convergence rate and steady-state error, as well as the accuracy of the theoretical findings.

源语言英语
主期刊名2022 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2022 - Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
5962-5966
页数5
ISBN(电子版)9781665405409
DOI
出版状态已出版 - 2022
活动2022 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2022 - Hybrid, 新加坡
期限: 22 5月 202227 5月 2022

出版系列

姓名ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
2022-May
ISSN(印刷版)1520-6149

会议

会议2022 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2022
国家/地区新加坡
Hybrid
时期22/05/2227/05/22

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