DocumentCode :
2505259
Title :
Speech separation microphone array based on law of causality and frequency domain processing
Author :
Yoshioka, Takuto ; Hujii, Kensaku ; Muneyasu, Mitsuji
Author_Institution :
Univ. of Hyogo, Himeji, Japan
fYear :
2009
fDate :
28-30 Sept. 2009
Firstpage :
697
Lastpage :
702
Abstract :
This paper proposes a microphone array system separating speech signals, based on a different principle from independent component analysis (ICA). This system applies linear prediction error filters to microphone outputs, and using the prediction errors, adjusts the coefficients of adaptive filters. In this case, only the prediction errors satisfying the law of causality become available for the adjustment; consequently, this system can steer a null toward a direction satisfying it. The permutation problem discussed in ICA can be thereby avoided. In practical use, the speech signals are required to be separated as quickly as possible. This paper proposes applying a frequency domain technique to the adjustment of the coefficients of adaptive filters. The application of the frequency domain technique is expected to improve the adjustment speed. Computer simulations show that the adjustment time can be reduced to about two second and that the separation effect of 30 dB can be obtained.
Keywords :
adaptive filters; causality; frequency-domain analysis; independent component analysis; microphone arrays; prediction theory; source separation; speech processing; ICA; adaptive filter; causality law; frequency domain processing; independent component analysis; linear prediction error filter; microphone array system; permutation problem; speech signal separation; Adaptive filters; Application software; Frequency domain analysis; Independent component analysis; Microphone arrays; Noise reduction; Nonlinear filters; Speech analysis; Speech enhancement; Speech processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications and Information Technology, 2009. ISCIT 2009. 9th International Symposium on
Conference_Location :
Icheon
Print_ISBN :
978-1-4244-4521-9
Electronic_ISBN :
978-1-4244-4522-6
Type :
conf
DOI :
10.1109/ISCIT.2009.5341153
Filename :
5341153
Link To Document :
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