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Effects of channel conditions on the performance of ASR over GSM networks using full rate speech codec

机译:使用全速率语音编解码器,信道条件对GSM网络上ASR性能的影响

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In this paper, the performance of Automatic Speech Recognition (ASR) and Mean Opinion Score (MOS) are evaluated under different channel conditions over GSM Network using standard narrow band Full Rate speech and channel coding algorithms. CMU SPHINX toolkit and TIMIT speech database (8 kHz raw files) are used to evaluate the ASR accuracy. MOS values are estimated, using PESQ P.862, as recommended by ITU-T (International Telecommunication Union). In this evaluation, Rayleigh distribution for generation of channel noise is used to simulate the channel conditions. The results obtained in the experiments are reported and analyzed.
机译:在本文中,使用标准的窄带全速率语音和信道编码算法,在GSM网络上的不同信道条件下,评估了自动语音识别(ASR)和平均意见得分(MOS)的性能。 CMU SPHINX工具包和TIMIT语音数据库(8 kHz原始文件)用于评估ASR准确性。根据ITU-T(国际电信联盟)的建议,使用PESQ P.862估算MOS值。在此评估中,用于产生信道噪声的瑞利分布用于模拟信道条件。报告并分析了在实验中获得的结果。

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