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Convex combination of subband adaptive filters for sparse impulse response systems

机译:稀疏脉冲响应系统子带自适应滤波器的凸组合

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It is well known, combination scheme is suitable for improving the performance of adaptive algorithms. In this paper, we propose a subband combination scheme for sparse impulse response system. The combination is carried out in subband domain. In this convex combination, SIPNLMS and SNLMS are derived for fast convergence and small steady state error respectively. And mixing parameters are described by minimum mean square error and stochastic gradient algorithm. In adaptive system identification scenario, the advantages of this proposed method are illustrated.
机译:众所周知,组合方案适用于改善自适应算法的性能。在本文中,我们提出了一种用于稀疏脉冲响应系统的子带组合方案。该组合在子带域中进行。在该凸形组合中,SiPNLMS和SNLMS分别用于快速收敛和小稳态误差。并通过最小均方误差和随机梯度算法来描述混合参数。在自适应系统识别方案中,示出了该方法的优点。

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