ASR for Human-Symbiotic Robot "EMIEW2" with Mechanical Noise and Floor-Level Noise Reduction
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چکیده
A human-symbiotic robot called “EMIEW2” and its auditory function which includes two noise reduction methods against self-generated mechanical noise and external floor-level noise is introduced. The former type of noise is produced by the robot itself, and this is a difficult problem because it can be loud, nonstationary, and have a wide frequency band. We adopt a maximized SNR technique, in which noise correlation matrix is selected from noise clusters that are learned from the pre-recorded noise signals. The latter type of noise, which can occur when robots are used in office environments, is also a problem, and we addressed it by expanding the beamforming area from one dimension (azimuth angle) to the two dimensions (azimuth and elevation angles). We evaluated these methods in a 100-word speech recognition task and we show that both methods are effective for improving the speech recognition rate.
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تاریخ انتشار 2011