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Bandwidth estimation for adaptive optical systems based on stochastic parallel gradient descent optimization

机译:基于随机平行梯度下降优化的自适应光学系统带宽估计

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Adaptive system bandwidth estimation techniques that can be applied to the adaptive optical systems based on stochastic parallel gradient descent (SPGD) optimizations are described. A useful parameter characterizing temporal dynamics of phase fluctuations resulting from the pupil-plane phase distorting layer moving at a certain velocity (wind velocity) is the Greenwood frequency. The knowledge of the Greenwood frequency and clock frequency of the adaptive control system (first order controller) allows simple estimation of the performance metric Strehl ratio. The numerical analyses indicate that the system performance can be characterized through the ratio of the Greenwood frequency and the system iterative process clock-frequency. A formula that estimates how the degradation of the adaptation performance in SPGD based compensators are derived and analyzed numerically. The bandwidth estimation for SPGD control systems with different resolution and decoupled SPGD (D-SPGD) control system is detailed.
机译:描述了可以基于随机并行梯度下降(SPGD)优化应用于自适应光学系统的自适应系统带宽估计技术。表征由瞳孔平面相位畸变层以一定速度(风速)运动导致的相位波动的时间动态的有用参数是格林伍德频率。通过了解自适应控制系统(一阶控制器)的格林伍德频率和时钟频率,可以轻松估算性能指标斯特列尔比。数值分析表明,可以通过格林伍德频率与系统迭代过程时钟频率之比来表征系统性能。一个公式,用于估计如何导出和数字分析基于SPGD的补偿器中自适应性能的下降。详细介绍了具有不同分辨率的SPGD控制系统和解耦SPGD(D-SPGD)控制系统的带宽估计。

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