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自适应噪声抵消算法优化与FPGA实现 被引量:1

Adaptive noise cancellation algorithm optimization and FPGA implementation
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摘要 针对自适应噪声抵消算法在FPGA上资源占用和运算速度的问题,提出了一种降低运算量的符号LMS算法,分析其较于传统LMS算法的优点,设计了一种基于状态机和符号LMS算法的自适应噪声抵消器,首先采用高性能音频编解码芯片WM8731对含噪音频信号和噪声信号采样,然后噪声抵消器对所得的两路信号进行自适应滤波去除噪声信号,最后用音频芯片输出去除噪声后的音频信号.实验结果表明噪声抵消器可达到快速有效的噪声抵消效果. To deal with the problem of resource occupation and computing speed of adaptive noise cancellation algorithm on FPGA,signum-LMS algorithm that can reduce the computation complexity is proposed after analyzing its advantages over the traditional LMS algorithm,and then an adaptive noise canceller based on state machine and signum-LMS algorithm is designed.First,the audio codec chip WM8731 is used to sample the speech signal with noise and noise signal,and then the canceller based on FPGA runs the signum-LMS algorithm to reduce the noise signal,finally,the audio codec output the clean speech signal.Experimental results show that the noise canceller can reduce the noise quickly and effectively.
作者 王志铎 马令坤 张俊涛 WANG Zhi-duo;MA Ling-kun;ZHANG Jun-tao(School of Electrical and Control Engineering,Shaanxi University of Science&Technology,Xi′an 710021,China;School of Electrical Information and Artificial Intelligence,Shaanxi University of Science&Technology,Xi′an 710021,China)
出处 《陕西科技大学学报》 CAS 2019年第6期147-152,共6页 Journal of Shaanxi University of Science & Technology
基金 国家自然科学基金项目(61401261)
关键词 符号LMS算法 FPGA 自适应噪声抵消 signum-LMS algorithm FPGA adaptive noise cancellation
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