DocumentCode
3288876
Title
Improvement of speech recognition performance for spoken-oriented robot dialog system using end-fire array
Author
Sawada, Hiroshi ; Even, Jani ; Saruwatari, Hiroshi ; Shikano, Kiyohiro ; Takatani, Tomoya
Author_Institution
Grad. Sch. of Inf. Sci., Nara Inst. of Sci. & Technol., Nara, Japan
fYear
2010
fDate
18-22 Oct. 2010
Firstpage
970
Lastpage
975
Abstract
In this paper, we propose a microphone array structure for a spoken-oriented robot dialog system that is designed to discriminate the direction of arrival (DOA) of the target speech and that of the robot internal noise. First, we investigate the performance of the noise estimation conducted by semi-blind source separation (SBSS) in presence of both the diffuse background noise and the robot internal noise. The result indicates that the noise estimation of the SBSS is not good. Next, we analyze the DOA of the robot internal noise in order to determine the reason of the above result; we find out that the internal noise is always in-phase at the microphone array and overlap spacial with the target speech. Based on this fact, we propose to change the microphone array structure from the broadside array to the end-fire array in order to discriminate the DOAs of the target speech and the internal noise. Finally, we evaluate the word accuracy in a dictation task in presence of both diffuse background noise and robot internal noise to confirm the advantage of the proposed structure. Simulation results shows that the proposed microphone array structure results in approximately 10% improvement of the speech recognition performance.
Keywords
blind source separation; direction-of-arrival estimation; interactive systems; microphone arrays; robots; speech recognition; background noise; direction of arrival; end-fire array; microphone array structure; noise estimation; robot internal noise; semiblind source separation; speech recognition performance improvement; spoken-oriented robot dialog system;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Robots and Systems (IROS), 2010 IEEE/RSJ International Conference on
Conference_Location
Taipei
ISSN
2153-0858
Print_ISBN
978-1-4244-6674-0
Type
conf
DOI
10.1109/IROS.2010.5648924
Filename
5648924
Link To Document