JOURNAL ARTICLE

Noise cancellation in speech using optimized subband adaptive filtering

Abstract

In this paper, an optimized subband noise canceller for speech signals is developed. The canceller uses a two fold oversampled filter bank. The prototype filter of the filter bank is optimized for minimum system distortion. A variable step size least mean square LMS adaptive filter is used in each subband. Performance under white and colored environments is evaluated in terms of mean square error MSE performance. Comparison is made with a similar model that is based on a standard critically sampled filter banks. Fullband version is used as reference for the canceller outperformed both critically sampled and fullband models.

Keywords:
Computer science Filter bank Adaptive filter Distortion (music) Least mean squares filter Filter (signal processing) Speech recognition Mean squared error Noise (video) White noise Minimum mean square error Algorithm Mathematics Artificial intelligence Telecommunications Statistics Bandwidth (computing) Computer vision

Metrics

2
Cited By
0.00
FWCI (Field Weighted Citation Impact)
13
Refs
0.12
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics
Speech and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Acoustic Wave Phenomena Research
Physical Sciences →  Engineering →  Biomedical Engineering

Related Documents

JOURNAL ARTICLE

An Optimized Adaptive Filtering for Speech Noise Cancellation

Mohammad HayderDr.Ahlam Mahmood

Journal:   Maǧallaẗ al-handasaẗ al-rāfidayn Year: 2015 Vol: 23 (5)Pages: 43-53
BOOK-CHAPTER

Acoustic Echo Cancellation Using Subband Adaptive Filtering

Phillip L. De LeónD.M. Etter

Kluwer international series in engineering and computer science Year: 1996 Pages: 347-367
JOURNAL ARTICLE

Subband Adaptive Filtering without Delay for Cancellation

Shûichi Ohno

Journal:   Proceedings of the ISCIE International Symposium on Stochastic Systems Theory and its Applications Year: 1997 Vol: 1997 (0)Pages: 161-166
JOURNAL ARTICLE

Proposing a robust RLS based subband adaptive filtering for audio noise cancellation

Tahereh BahrainiAlireza Naeimi Sadigh

Journal:   Applied Acoustics Year: 2023 Vol: 216 Pages: 109755-109755
© 2026 ScienceGate Book Chapters — All rights reserved.