DocumentCode
2552009
Title
The effects of microphone array processing on pitch extraction in real noisy environments
Author
Ishi, Carlos T. ; Liang, Dong ; Ishiguro, Hiroshi ; Hagita, Norihiro
Author_Institution
ATR Intelligent Robotics and Communication Labs., Kyoto, 619-0288 Japan
fYear
2011
fDate
25-30 Sept. 2011
Firstpage
550
Lastpage
555
Abstract
Pitch extraction is important for communication robots, since pitch may carry information about intention, attitude or emotion expression from the user´s speech. However, current pitch extraction methods are not robust enough in real noisy environments. In the present work, we propose pitch extraction methods by combining microphone array and auditory scene analysis technologies, and evaluate pitch extraction of multiple speakers in real noisy environments. Evaluation results show that the proposed ML-PSACF (maximum likelihood adaptive beamformer with peak-pruned summary autocorrelation function) contributes to reduce the effects of interference and noise, leading to improvements of 23%±5% on pitch estimation rates, in comparison to the baseline of not using array processing.
Keywords
Arrays; Maximum likelihood detection; Microphones; Noise; Noise measurement; Robots; Speech;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Robots and Systems (IROS), 2011 IEEE/RSJ International Conference on
Conference_Location
San Francisco, CA
ISSN
2153-0858
Print_ISBN
978-1-61284-454-1
Type
conf
DOI
10.1109/IROS.2011.6094950
Filename
6094950
Link To Document