Application of optimal settings of the LMS adaptive filter for speech signal processing

J. Vanus, V. Stýskala
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引用次数: 20

Abstract

This paper describes a proposition of the method for optimal adjustment parameters of the adaptive filter with LMS algorithm in the practical application of suppression of additive noise in a speech signal for voice communication with the control system. By the proposed method, the optimal values of parameters of adaptive filter are calculated with guarantees the stability and convergence of the LMS algorithm. The DTW criterion is used for the quality assessment of speech signal processing obtained from output of adaptive filter with LMS algorithm. In the experimental section is described the way of verification of the proposed method on the structure of the adaptive filter with LMS algorithm and on the structure of the adaptive filter with LMS algorithm in application of suppressing noise from speech signal by simulations in MATLAB software and implementation on DSK TMS320C6713.
LMS自适应滤波器的最佳设置在语音信号处理中的应用
本文在与控制系统语音通信中抑制语音信号中加性噪声的实际应用中,提出了用LMS算法优化自适应滤波器调整参数的方法。该方法计算了自适应滤波器参数的最优值,保证了LMS算法的稳定性和收敛性。采用DTW准则对LMS算法自适应滤波器输出的语音信号处理质量进行评价。实验部分通过MATLAB软件的仿真和DSK TMS320C6713上的实现,对本文提出的方法进行了验证,对LMS算法自适应滤波器的结构进行了验证,对LMS算法自适应滤波器的结构在抑制语音信号噪声中的应用进行了验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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