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Adaptive determination of the free parameters of generalized orthonormal IIR adaptive filters using genetic algorithm

机译:利用遗传算法自适应确定广义正交IIR自适应滤波器的自由参数

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In this paper, an evolutionary method has been proposed for online obtaining the free parameters of generalized orthonormal IIR (GO-IIR) filters and its special case, Laguerre filters. This method is based on genetic algorithm(GA) and is capable to extract both pole locations and filter weights simultaneously. Empirically, the stability of the designed filter is shown to be guaranteed in the proposed algorithm. Simulation results show that the proposed algorithm gives 30db reduction in mean squared error compared to other parameter estimation methods for Laguerre filters and in this method, there is not sensitive to initial condition of the free parameter and learning rate.
机译:本文提出了一种进化方法,用于在线获取广义正交IIR(GO-IIR)滤波器及其特例Laguerre滤波器的自由参数。该方法基于遗传算法(GA),能够同时提取极点位置和滤波权重。根据经验,所提出的算法可以保证所设计滤波器的稳定性。仿真结果表明,与其他参数估计方法相比,所提算法对Laguerre滤波器的均方误差降低了30db,该方法对自由参数的初始条件和学习率不敏感。

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