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Performance analysis of the dual sign algorithm for additive contaminated-Gaussian noise

机译:加性高斯噪声对偶算法的性能分析

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摘要

In the previous analysis of the dual sign algorithm (DSA), Gaussian signals were assumed. When the desired response contains additive impulsive interference, however, the analysis seems to be inadequate. In this article, a performance analysis of the DSA is considered when the signals are zero-mean stationary Gaussian, and the additive noise of the desired response is zero-mean stationary contaminated-Gaussian (CG). Through computer simulations, our analysis is validated. It is also shown that the DSA is less vulnerable to impulsive interference than the least-mean square (LMS) algorithm.
机译:在先前对偶符号算法(DSA)的分析中,假定了高斯信号。但是,当所需的响应包含加性脉冲干扰时,分析似乎不充分。在本文中,当信号为零均值平稳高斯信号时,考虑了DSA的性能分析,而所需响应的附加噪声为零均值平稳污染高斯(CG)。通过计算机仿真,我们的分析得到了验证。还表明,与最小均方(LMS)算法相比,DSA不太容易受到脉冲干扰。

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