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引用次数: 2

摘要

虽然倒频谱特征已广泛用于说话人识别(SID),但研究表明它对环境条件的变化很敏感。许多实验已经研究了加性高斯白噪声对倒谱特征的影响,但很少(如果有的话)使用加性窄带干扰进行。由于通信系统中不利的信号环境或设备异常,此类干扰以不可预测的方式出现,因此了解其影响以及干扰消除算法对SID性能的影响非常重要。本文研究了两种增强SID性能的干扰去除算法。一种是简单的陷波滤波器,适用于音调去除。另一种是一种新引入的方法,适用于减轻更一般形式的干扰,包括可以建模为角度调制的干扰信号。
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Narrow-band interference cancellation for enhanced speaker identification
While the cepstrum feature has been widely used for speaker identification (SID), studies have shown that it can be sensitive to changes in environmental conditions. Many experiments have examined the effects of additive white Gaussian noise on the cepstral feature, but few, if any, have been conducted using additive narrow-band interference. Since such interference appears in an unpredictable fashion due to adverse signal environments or equipment anomalies in communication systems, it is important to understand its impact along with the affect of interference removal algorithms on SID performance. This paper examines two interference removal algorithms for enhancing SID performance. One is a simple notch filter suitable for tone removal. The other is a newly introduced method suitable for mitigating more general forms of interference, including interfering signals that can be modeled as being angle-modulated.
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