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A Polynomial Zero Attracting Affine Projection Algorithm for Sparse System Identification

机译:稀疏系统辨识的多项式零吸引仿射投影算法

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摘要

A polynomial zero attracting affine projection algorithm is prosed in this work for sparse system identification. The existing zero attracting algorithms based on affine projection algorithm for sparse system identification, consider an objective function which is a combination of anl2-norm and an approximation ofl0-norm. The difference between these algorithms is the approximation of thel0-norm. In order to further improve the zero attraction capability of sparse adaptive algorithms based on affine projection algorithm, a polynomial is used to approximate thel0-norm. Simulation results verify that the proposed algorithm is effective for sparse system identification.
机译:提出了多项式零吸引仿射投影算法,用于稀疏系统识别。现有的基于仿射投影算法的零吸引算法用于稀疏系统识别,考虑了目标函数,该目标函数是an2-范数和l0-范数的近似值。这些算法之间的差异是10范数的近似值。为了进一步提高基于仿射投影算法的稀疏自适应算法的零吸引能力,采用多项式近似l0范数。仿真结果验证了所提算法对稀疏系统识别的有效性。

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