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Application of Complex-Valued FXLMS Adaptive Filter to Fourier Basis Control of Adaptive Optics

机译:复值FXLMS自适应滤波器在自适应光学傅里叶基控制中的应用

摘要

In this paper, the Filtered-X Least Mean Square (FXLMS) adaptive filter with bias integration technique is applied to an adaptive optics system where the Discrete Fourier Transform is used to project the measured phase onto the Fourier basis for modal control. The control law is applied in the complex-valued coefficient space and the FXLMS algorithm is modified accordingly for the complex-valued control. Numerical analysis is conducted for a feedback loop of a single Fourier mode in the presence of a disturbance representing a frozen flow atmospheric turbulence. The performance is compared with a Kalman estimator based control law proposed in the literature called Predictive Fourier Control (PFC). The proposed method demonstrated a similar performance for a stationary disturbance and improved performance for a slowly drifting disturbance. Whereas the performance of the PFC is very sensitive to the accuracy of the identification of the disturbance, the proposed method does not require such an explicit identification and produces minimum error for the given disturbance.
机译:在本文中,具有偏差积分技术的Filtered-X最小均方(FXLMS)自适应滤波器被应用于自适应光学系统,该系统使用离散傅里叶变换将测量的相位投影到傅里叶基础上进行模态控制。将控制律应用于复数值系数空间,并针对复数值控制对FXLMS算法进行了相应的修改。在存在代表冻结流大气湍流的扰动的情况下,对单傅立叶模式的反馈回路进行了数值分析。将该性能与文献中称为预测傅里叶控制(PFC)的基于卡尔曼估计器的控制定律进行了比较。所提出的方法对于平稳扰动具有相似的性能,而对于缓慢漂移的扰动则具有改进的性能。尽管PFC的性能对干扰识别的准确性非常敏感,但是所提出的方法不需要这种明确的识别,并且对于给定的干扰会产生最小的误差。

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    Nagashima M.; Agrawal B.N.;

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  • 年度 2011
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