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Tip-tilt adaptive correction based on stochastic parallel gradient descent optimization algorithm

机译:基于随机平行梯度下降优化算法的倾斜倾斜自适应校正

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摘要

Adaptive optics correcting technique based on stochastic parallel gradient descent (SPGD) control algorithm is an alternative approach which is independent of wavefront sensor and optimizes the performance metric directly. In this paper we establish a simulation model of tip-tilt adaptive optics system, where SPGD optimization algorithm is used to correct the tip-tilt aberration induced by dynamic turbulence. The distance between the measured centroid of a blurring image and the demarcated centroid of the ideal image is considered as the system performance metric, and signals applied to compensation of the drifting atmosphere are generated for tip-tilt mirror. The sensitivity of the performance metrics is investigated, and the convergence rate and the stability are analyzed. By means of this optimization algorithm, the centroid of the image is modified in real time, which results in the improvement of the long exposure image.
机译:基于随机平行梯度下降(SPGD)控制算法的自适应光学校正技术是一种独立于波阵面传感器并直接优化性能指标的替代方法。在本文中,我们建立了一个倾斜倾斜自适应光学系统的仿真模型,其中使用SPGD优化算法来校正动态湍流引起的倾斜倾斜像差。测得的模糊图像的质心与理想图像的标界质心之间的距离被视为系统性能指标,并且为倾斜镜产生了用于补偿漂移气氛的信号。研究了性能指标的敏感性,并分析了收敛速度和稳定性。通过这种优化算法,可以实时修改图像的质心,从而改善了长时间曝光的图像。

著录项

  • 来源
    《Optical design and testing IV》|2010年|p.784910.1-784910.7|共7页
  • 会议地点 Beijing(CN)
  • 作者单位

    Key Laboratory of Atmospheric Composition and Optical Radiation, Anhui Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, P.O.Boxl 125, Hefei, Anhui 230031, China;

    Key Laboratory of Atmospheric Composition and Optical Radiation, Anhui Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, P.O.Boxl 125, Hefei, Anhui 230031, China;

    Key Laboratory of Atmospheric Composition and Optical Radiation, Anhui Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, P.O.Boxl 125, Hefei, Anhui 230031, China;

    Key Laboratory of Atmospheric Composition and Optical Radiation, Anhui Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, P.O.Boxl 125, Hefei, Anhui 230031, China;

    Key Laboratory of Atmospheric Composition and Optical Radiation, Anhui Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, P.O.Boxl 125, Hefei, Anhui 230031, China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 制造工艺;仪表加工及仪表机床;
  • 关键词

    adaptive optics; stochastic parallel gradient descent algorithm; tip-tilt; numerical simulation;

    机译:自适应光学随机并行梯度下降算法;倾斜数值模拟;

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