A new robust frequency domain echo canceller with closed-loop learning rate adaptation

Jean Marc Valin; Iain B. Collings

doi:10.1109/ICASSP.2007.366624

A new robust frequency domain echo canceller with closed-loop learning rate adaptation

Jean Marc Valin^*, Iain B. Collings

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

10 Citations (Scopus)

Abstract

One of the main difficulties in echo cancellation is the fact that the learning rate needs to vary according to conditions such as double-talk and echo path change. Several methods have been proposed to vary the learning. In this paper we propose a new closed-loop method where the learning rate is proportional to a misalignment parameter, which is in turn estimated based on a gradient adaptive approach. The method is presented in the context of a multidelay block frequency domain (MDF) echo canceller. We demonstrate that the proposed algorithm outperforms current popular double-talk detection techniques by up to 6 dB.

Original language	English
Title of host publication	2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07
Place of Publication	Piscataway, NJ
Publisher	Institute of Electrical and Electronics Engineers (IEEE)
Pages	93-96
Number of pages	4
Volume	1
ISBN (Print)	1424407281, 9781424407286
DOIs	https://doi.org/10.1109/ICASSP.2007.366624
Publication status	Published - 2007
Externally published	Yes
Event	2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07 - Honolulu, HI, United States Duration: 15 Apr 2007 → 20 Apr 2007

Other

Other	2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07
Country/Territory	United States
City	Honolulu, HI
Period	15/04/07 → 20/04/07

Keywords

Acoustic echo cancellation
Adaptive filters
Double-talk
Learning rate

Access to Document

10.1109/ICASSP.2007.366624

Cite this

@inproceedings{ac7653c9094640429d69f3c7770e98b5,

title = "A new robust frequency domain echo canceller with closed-loop learning rate adaptation",

abstract = "One of the main difficulties in echo cancellation is the fact that the learning rate needs to vary according to conditions such as double-talk and echo path change. Several methods have been proposed to vary the learning. In this paper we propose a new closed-loop method where the learning rate is proportional to a misalignment parameter, which is in turn estimated based on a gradient adaptive approach. The method is presented in the context of a multidelay block frequency domain (MDF) echo canceller. We demonstrate that the proposed algorithm outperforms current popular double-talk detection techniques by up to 6 dB.",

keywords = "Acoustic echo cancellation, Adaptive filters, Double-talk, Learning rate",

author = "Valin, {Jean Marc} and Collings, {Iain B.}",

year = "2007",

doi = "10.1109/ICASSP.2007.366624",

language = "English",

isbn = "1424407281",

volume = "1",

pages = "93--96",

booktitle = "2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07",

publisher = "Institute of Electrical and Electronics Engineers (IEEE)",

address = "United States",

note = "2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07 ; Conference date: 15-04-2007 Through 20-04-2007",

}

Valin, JM & Collings, IB 2007, A new robust frequency domain echo canceller with closed-loop learning rate adaptation. in 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07. vol. 1, 4217024, Institute of Electrical and Electronics Engineers (IEEE), Piscataway, NJ, pp. 93-96, 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07, Honolulu, HI, United States, 15/04/07. https://doi.org/10.1109/ICASSP.2007.366624

A new robust frequency domain echo canceller with closed-loop learning rate adaptation. / Valin, Jean Marc; Collings, Iain B.

2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07. Vol. 1 Piscataway, NJ : Institute of Electrical and Electronics Engineers (IEEE), 2007. p. 93-96 4217024.

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

TY - GEN

T1 - A new robust frequency domain echo canceller with closed-loop learning rate adaptation

AU - Valin, Jean Marc

AU - Collings, Iain B.

PY - 2007

Y1 - 2007

N2 - One of the main difficulties in echo cancellation is the fact that the learning rate needs to vary according to conditions such as double-talk and echo path change. Several methods have been proposed to vary the learning. In this paper we propose a new closed-loop method where the learning rate is proportional to a misalignment parameter, which is in turn estimated based on a gradient adaptive approach. The method is presented in the context of a multidelay block frequency domain (MDF) echo canceller. We demonstrate that the proposed algorithm outperforms current popular double-talk detection techniques by up to 6 dB.

AB - One of the main difficulties in echo cancellation is the fact that the learning rate needs to vary according to conditions such as double-talk and echo path change. Several methods have been proposed to vary the learning. In this paper we propose a new closed-loop method where the learning rate is proportional to a misalignment parameter, which is in turn estimated based on a gradient adaptive approach. The method is presented in the context of a multidelay block frequency domain (MDF) echo canceller. We demonstrate that the proposed algorithm outperforms current popular double-talk detection techniques by up to 6 dB.

KW - Acoustic echo cancellation

KW - Adaptive filters

KW - Double-talk

KW - Learning rate

UR - http://www.scopus.com/inward/record.url?scp=34547511557&partnerID=8YFLogxK

U2 - 10.1109/ICASSP.2007.366624

DO - 10.1109/ICASSP.2007.366624

M3 - Conference proceeding contribution

AN - SCOPUS:34547511557

SN - 1424407281

SN - 9781424407286

VL - 1

SP - 93

EP - 96

BT - 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07

PB - Institute of Electrical and Electronics Engineers (IEEE)

CY - Piscataway, NJ

T2 - 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07

Y2 - 15 April 2007 through 20 April 2007

ER -

A new robust frequency domain echo canceller with closed-loop learning rate adaptation

Abstract

Other

Keywords

Access to Document

Other files and links

Fingerprint

Cite this