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A modified filtered-error algorithm with fast convergence in systems with delay

机译:具有延迟系统快速收敛的修改过滤误差算法

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In this paper a multi-channel feedforward adaptive control algorithm is described which has good convergence properties while having relatively small computational complexity. This complexity is similar to that of the filtered-error algorithm. In order to obtain these properties, the algorithm is based on a preprocessing step for the actuator signals using a stable and causal inverse of the transfer path between actuators and error sensors, the secondary path. The latter algorithm is known from the literature as post-conditioned filtered-error algorithm, which improves convergence speed for the case that the minimum-phase part of the secondary path increases the eigenvalue spread. However, the convergence speed of this algorithm suffers from delays in the adaptation path, because, in order to maintain stability, adaptation rates have to be lower for larger delays. By making a modification to the post-conditioned filtered-error scheme, the adaptation rate can be set to a higher value. Consequently, the new scheme also provides good convergence if the system contains significant delays. Furthermore, an extension of the new scheme is given in which the inverse of the secondary path is regularized in such a way that the derivation of the modified filtered-error scheme remains valid.
机译:在本文中,描述了一种多通道前馈自适应控制算法,其具有良好的收敛性,同时具有相对小的计算复杂度。这种复杂性类似于滤波错误算法的复杂性。为了获得这些属性,算法基于使用致动器和误差传感器之间的传输路径的稳定和因果逆的致动器信号的预处理步骤,次要路径。从文献中已知后一种算法作为后调节滤波误差算法,其提高了次要路径的最小相位的情况的情况,这提高了次要路径的最小相位。然而,该算法的收敛速度遭受适应路径的延迟,因为为了保持稳定性,对于更大的延迟,必须降低适应率。通过对后后滤波错误方案进行修改,可以将适应速率设置为更高的值。因此,如果系统包含显着延迟,新方案也提供良好的收敛性。此外,给出了新方案的扩展,其中辅助路径的倒数以这样的方式规则化,即修改的滤波器错误方案的导出保持有效。

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