IEICE Technical Committee Submission System
Conference Paper's Information
Online Proceedings
[Sign in]
Tech. Rep. Archives
 Go Top Page Go Previous   [Japanese] / [English] 

Paper Abstract and Keywords
Presentation 2019-08-09 11:00
Study on Noise Suppression by Differential-type Microphone Array and Machine Learning of 2D Spectrum
Koichiro Shiozawa, Kenji Ozawa (Univ. Yamanashi), Tomohiko Ise (AlpsAlpine) EA2019-31
Abstract (in Japanese) (See Japanese page) 
(in English) This project aims to achieve noise suppression by processing of the output of a microphone array with an artificial neural network (NN). We used a differential-type array to avoid nonlinear distortions produced by a nonlinear system such as an NN. We regard the output of an array as an image, and the image is transformed into a 2-dimensional (2D) spectrum. In the spectrum, the frequency components of a noise sound are perfectly localized as direct current (DC) components along the spatial frequency axis. In this study, noise suppression was performed by spectral subtraction, after the DC components of noise were instantaneously estimated from the spectrum. As a result, the noise reduction performance of the proposed method with a 16-cm-long array was approximately 24 dB when the number of noise sources was one. Although the NN was trained by white noise, it was effective for speech and music signals as well as the white noise.
Keyword (in Japanese) (See Japanese page) 
(in English) Differential-type microphone array / Two-dimensional spectrum / Spectral subtraction / Phase characteristics estimation / Spatio-temporal sound pressure distribution image / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 163, EA2019-31, pp. 53-58, Aug. 2019.
Paper # EA2019-31 
Date of Issue 2019-08-01 (EA) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
Copyright
and
reproduction
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF EA2019-31

Conference Information
Committee EA ASJ-H  
Conference Date 2019-08-08 - 2019-08-09 
Place (in Japanese) (See Japanese page) 
Place (in English) Tohoku Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Engineering/Electro Acoustics, Psychological and Physiological Acoustics, and Related Topics 
Paper Information
Registration To EA 
Conference Code 2019-08-EA-H 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Study on Noise Suppression by Differential-type Microphone Array and Machine Learning of 2D Spectrum 
Sub Title (in English)  
Keyword(1) Differential-type microphone array  
Keyword(2) Two-dimensional spectrum  
Keyword(3) Spectral subtraction  
Keyword(4) Phase characteristics estimation  
Keyword(5) Spatio-temporal sound pressure distribution image  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Koichiro Shiozawa  
1st Author's Affiliation University of Yamanashi (Univ. Yamanashi)
2nd Author's Name Kenji Ozawa  
2nd Author's Affiliation University of Yamanashi (Univ. Yamanashi)
3rd Author's Name Tomohiko Ise  
3rd Author's Affiliation AlpsAlpine Co. Ltd. (AlpsAlpine)
4th Author's Name  
4th Author's Affiliation ()
5th Author's Name  
5th Author's Affiliation ()
6th Author's Name  
6th Author's Affiliation ()
7th Author's Name  
7th Author's Affiliation ()
8th Author's Name  
8th Author's Affiliation ()
9th Author's Name  
9th Author's Affiliation ()
10th Author's Name  
10th Author's Affiliation ()
11th Author's Name  
11th Author's Affiliation ()
12th Author's Name  
12th Author's Affiliation ()
13th Author's Name  
13th Author's Affiliation ()
14th Author's Name  
14th Author's Affiliation ()
15th Author's Name  
15th Author's Affiliation ()
16th Author's Name  
16th Author's Affiliation ()
17th Author's Name  
17th Author's Affiliation ()
18th Author's Name  
18th Author's Affiliation ()
19th Author's Name  
19th Author's Affiliation ()
20th Author's Name  
20th Author's Affiliation ()
Speaker
Date Time 2019-08-09 11:00:00 
Presentation Time 30 
Registration for EA 
Paper # IEICE-EA2019-31 
Volume (vol) IEICE-119 
Number (no) no.163 
Page pp.53-58 
#Pages IEICE-6 
Date of Issue IEICE-EA-2019-08-01 


[Return to Top Page]

[Return to IEICE Web Page]


The Institute of Electronics, Information and Communication Engineers (IEICE), Japan