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Frequency domain adaptation with dynamic step size adjustment based on analysis of statistic of adaptive filter coefficient movement

机译:基于分析自适应滤波器系数运动统计分析的动态步大调整频域适应

摘要

An adaptive filter includes a frequency domain adaptation block that analyzes a statistic of coefficient movement in the frequency domain. The adaption block adjusts, in the frequency domain, a parameter (step size or leakage factor) that affects speed of convergence of the adaptive filter based on the analyzed statistic of filter coefficient movement. The filter includes an associated coefficient, statistic of coefficient movement, and parameter for each frequency bin. The coefficients may be complex numbers, and separate real and imaginary statistics and parameters are maintained. The statistic may be direction counts of the filter coefficient movement. The step size may be adjusted to a predetermined minimum value when the current direction of movement of the filter coefficient is different than the predominant direction and otherwise the step size is adjusted approximately proportionally to an amount of predominance by a value based on a direction count of the filter coefficient movement.
机译:自适应滤波器包括频域自适应块,其分析频域中的系数运动统计信息。适应块在频域中调节,该参数(步长或泄漏因子)基于滤波器系数移动的分析统计来影响自适应滤波器的收敛速度。该滤波器包括相关系数,系数运动统计,以及每个频率仓的参数。系数可以是复数,并且维护分开的实数和虚统计和参数。统计可以是滤波器系数运动的方向计数。当滤波器系数的电流运动方向不同于主要方向时,步长可以调整到预定的最小值,否则阶梯尺寸大致按比例地按基于方向计数按比例地调节到主要值的主要值。滤波器系数运动。

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