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

M Ram Reddy, S Alivelu Mangamma, P. Laxminarayana, A V Ramana, P. Gangadhar
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Abstract

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.
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信道条件对GSM网络全速率语音编解码器ASR性能的影响
本文采用标准窄带全速率语音和信道编码算法,对GSM网络中不同信道条件下的自动语音识别(ASR)和平均意见评分(MOS)性能进行了评价。使用CMU SPHINX工具包和TIMIT语音数据库(8 kHz原始文件)评估ASR精度。根据ITU-T(国际电信联盟)的建议,使用PESQ P.862估计最大寿命值。在此评估中,使用通道噪声产生的瑞利分布来模拟通道条件。对实验结果进行了报道和分析。
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