基于编码语音信号的高效远程接入系统

H. Shawky, Mohamed Abd-Elnaby, M. Rihan, M. A. Nassar, A. El-Fishawy, F. El-Samie
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引用次数: 0

摘要

研究了一种基于编码语音信号的远程接入系统中说话人的识别方法。使用编码过程的目的是减少通过信道传输的数据量。在该系统中,语音信号采用两种不同的编码技术进行编码。它可以通过线性预测编码或压缩感知进行编码。编码语音信号通过无线通信信道传输到接收机。在接收端,对接收到的信号进行解码,然后对解码后的信号应用说话人识别系统。在传输过程中,信道误差会对传输信号产生影响,因此需要考虑信道误差。通过说话人识别过程实现远程接入系统所需的安全性。在说话人识别系统中,除了时域外,还从不同的离散变换中捕获特征向量,如离散小波变换、离散余弦变换和离散正弦变换。计算了所有变换的识别率,以评估编码信号对说话人识别系统性能的影响。结果表明,离散余弦变换和离散小波变换是最好的。此外,该系统的识别结果与真实语音信号的识别结果接近,显示了由于语音编码而产生的简单退化效应。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Efficient Remote Access System Based on Coded Speech Signals
This paper investigates an approach for speaker identification in a remote access system based on coded speech signals. The aim of using the coding process is to decrease the amount of transmitted data via the channel. In this proposed system, the speech signal is coded by two different coding techniques. It can be coded either by linear predictive coding or compressive sensing. The coded speech signal is transmitted into the receiver via the wireless communication channel. At the receiver, the received signal is decoded, and then speaker identification system is applied on the decoded signal. During the transmission process, the channel errors affect on the transmitted signal, so they should be taken into account. The speaker identification process is used to achieve the security needed for the remote access system. In speaker identification system, the feature vectors are captured from different discrete transforms such as discrete wavelet transform, discrete cosine transform, and discrete sine transform, besides the time domain. The recognition rate for all transforms is computed to evaluate the effect of coded signals on the performance of the speaker identification system. The results proved that the discrete cosine transform and discrete wavelet transform are the best. In addition to the proposed system gives close recognition results to those obtained from real speech signals revealing a simple degradation effect due to the speech coding.
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