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首页> 外文期刊>電子情報通信学会技術研究報告. 応用音響. Engineering Acoustics >Noise cancellation method for speech signal by using an extension type UKF
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Noise cancellation method for speech signal by using an extension type UKF

机译:通过 使用扩展 型 的语音 信号中的噪声 消除方法 UKF

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摘要

Numerous noise suppression methods for speech signals have been developed up to now. In this paper, a new method to suppress noise in speech signals is proposed by use of a single microphone. The proposed method considering non-Gaussian noise is proposed theoretically by introducing an expansion expression or Bayes' theorem and considering nonlinear correlation information between the speech signal and the observation data. Specifically, by selecting appropriately the sample points and the weight coefficients, an estimation algorithm of the speech signal for nonlinear system is derived on the basis of the expansion expression of Bayes' theorem. Moreover, expansion coefficients in the estimation algorithm are realized by considering the liner and nonlinear correlation information. Improvement for the precise estimation is expected by considering non-Gaussian property. The effectiveness of the proposed method is confirmed by applying it to real speech signals contaminated by noises.
机译:现在已经开发了许多用于语音信号的噪声抑制方法。 在本文中,通过使用单个麦克风提出了一种抑制语音信号中噪声的新方法。 通过引入扩展表达或贝叶斯定理和考虑语音信号和观察数据之间的非线性相关信息,理论上提出了考虑非高斯噪声的所提出的方法。 具体地,通过适当地选择采样点和权重系数,基于贝叶斯定理的扩展表达来导出非线性系统的语音信号的估计算法。 此外,通过考虑衬里和非线性相关信息,实现估计算法中的膨胀系数。 通过考虑非高斯财产,预期精确估计的改进。 通过将其应用于被噪声污染的真实语音信号来确认所提出的方法的有效性。

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