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Fast implementations of the filtered-X LMS and LMS algorithms for multichannel active noise control

机译:用于多通道有源噪声控制的Filtered-X LMS和LMS算法的快速实现

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摘要

In some situations where active noise control could be used, the well-known multichannel version of the filtered-X least mean square (LMS) adaptive filter is too computationally complex to implement. We develop a fast, exact implementation of this adaptive filter for which the system's complexity scales according to the number of filter coefficients within the system. In addition, we extend computationally efficient methods for effectively removing the delays of the secondary paths within the coefficient updates to the multichannel case, thus yielding fast implementations of the LMS adaptive algorithm for multichannel active noise control. Examples illustrate both the equivalence of the algorithms to their original counterparts and the computational gains provided by the new algorithms.
机译:在可以使用主动噪声控制的某些情况下,已滤波的X最小均方(LMS)自适应滤波器的众所周知的多通道版本在计算上过于复杂,无法实现。我们开发了这种自适应滤波器的快速,精确实现,系统的复杂度根据系统中滤波器系数的数量而缩放。此外,我们扩展了计算有效的方法,以有效地消除系数更新中多路径情况下二次路径的延迟,从而实现了多通道有源噪声控制的LMS自适应算法的快速实现。实例说明了算法与原始算法的等效性以及新算法提供的计算增益。

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