arrow
Return

Combined-Sample Multiband-Structured Subband Filtering Algorithms

delete2022-01-01
delete6
PRE
AI
Y
Yishu Peng
张升 (Sheng Zhang) *
J
Jiashu Zhang
W
Wei Xing Zheng
DOI:10.1109/TASLP.2022.3156791delete
deleteOriginal
deleteOriginal request for help
deleteShare
deleteSave
Abstract

Abstract

En 中文
This paper introduces two combined-sample multiband-structured subband adaptive filters (MSAFs). In the design, an adaptive convex combination scheme of two self-reliant multi-sampled MSAF (MS-MSAF) with different sampled periods is firstly developed, which leads to the so-called CTMS-MSAF algorithm. Secondly, based on an adaptive filter, the combined-sample MS-MSAF (CMS-MSAF) algorithm is proposed via designing a time-varying sampled period, which possesses lower computational complexity than the former. Then, the convergence behaviors of the CTMS-MSAF and CMS-MSAF algorithms are investigated using standard mean-square deviation analysis. Finally, the simulation study in the system identification and acoustic echo cancellation applications shows that at the same steady-state error, the CMS-MSAF method provides a faster convergence rate than the improved convex combination of two MSAFs, combined-step-size MSAF and CTMS-MSAF algorithms.
Keywords:
Convergence
Steady-state
Optimized production technology
Speech processing
Time-domain analysis
Echo cancellers
Prediction algorithms
Adaptive filter
combined-sample
mean-square behavior
subband algorithm

Journal

I
IEEE-ACM Transactions on Audio Speech and Language Processing
IF:
5.1
Papers:
2.6K
Citations:
1.1W

Organization

S
Southwest Jiaotong University
Scholars:
2.9W
Papers: 2.1W
Citations: 2.3W
W
western sydney university
Scholars:
1.0W
Papers: 1.1W
Citations: 16
Cited Papers

Cited Papers

errShare
errSave
A nonparametric VSSNLMS algorithm
err2006-10-01
err340
PREAI
errBenesty, Jacob; Rey, Hernan; Vega, Leonardo Rey; Tressens, Sara
errShare
errSave
err
IF0
err
err0
errOAAI
err
errShare
errSave
err
IF0
err
err0
PREAI
err
errShare
errSave
Introduction and Description of Experimental Ecosystems
err1982-01-01
err0
PREAI
errGeorge D. Grice; Michael R. Reeve
errShare
errSave
researcher View more