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Improvement of speech recognition performance for spoken-oriented robot dialog system using end-fire array

Hiroshi Sawada, Jani Even, Hiroshi Saruwatari, Kiyohiro Shikano, Tomiya Takatani

发表年份
2010
引用次数
5

摘要

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.

关键词

Microphone arrayComputer scienceSpeech recognitionNoise (video)MicrophoneRobotBackground noiseNoise measurementArtificial intelligenceAcoustics

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