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Practically Efficient Blind Speech Separation Using Frequency Band Selection Based on Magnitude Squared Coherence and a Small Dodecahedral Microphone Array
Joint Authors
Mizuno, Yusuke
Takeda, Kazuya
Kondo, Kazunobu
Nishino, Takanori
Source
Journal of Electrical and Computer Engineering
Issue
Vol. 2012, Issue 2012 (31 Dec. 2012), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2012-10-02
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Engineering Sciences and Information Technology
Information Technology and Computer Science
Abstract EN
Small agglomerative microphone array systems have been proposed for use with speech communication and recognition systems.
Blind source separation methods based on frequency domain independent component analysis have shown significant separation performance, and the microphone arrays are small enough to make them portable.
However, the level of computational complexity involved is very high because the conventional signal collection and processing method uses 60 microphones.
In this paper, we propose a band selection method based on magnitude squared coherence.
Frequency bands are selected based on the spatial and geometric characteristics of the microphone array device which is strongly related to the dodecahedral shape, and the selected bands are nonuniformly spaced.
The estimated reduction in the computational complexity is 90% with a 68% reduction in the number of frequency bands.
Separation performance achieved during our experimental evaluation was 7.45 (dB) (signal-to-noise ratio) and 2.30 (dB) (cepstral distortion).
These results show improvement in performance compared to the use of uniformly spaced frequency band.
American Psychological Association (APA)
Kondo, Kazunobu& Mizuno, Yusuke& Nishino, Takanori& Takeda, Kazuya. 2012. Practically Efficient Blind Speech Separation Using Frequency Band Selection Based on Magnitude Squared Coherence and a Small Dodecahedral Microphone Array. Journal of Electrical and Computer Engineering،Vol. 2012, no. 2012, pp.1-11.
https://search.emarefa.net/detail/BIM-463530
Modern Language Association (MLA)
Kondo, Kazunobu…[et al.]. Practically Efficient Blind Speech Separation Using Frequency Band Selection Based on Magnitude Squared Coherence and a Small Dodecahedral Microphone Array. Journal of Electrical and Computer Engineering No. 2012 (2012), pp.1-11.
https://search.emarefa.net/detail/BIM-463530
American Medical Association (AMA)
Kondo, Kazunobu& Mizuno, Yusuke& Nishino, Takanori& Takeda, Kazuya. Practically Efficient Blind Speech Separation Using Frequency Band Selection Based on Magnitude Squared Coherence and a Small Dodecahedral Microphone Array. Journal of Electrical and Computer Engineering. 2012. Vol. 2012, no. 2012, pp.1-11.
https://search.emarefa.net/detail/BIM-463530
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-463530