Chinese Journal of Lasers, Volume. 51, Issue 13, 1305001(2024)

Distortion Spot Correction Based on Improved Particle Swarm Optimization Algorithm

Zhen Liu1,2, Xiaopeng Zhu1,2、*, Decang Bi1,2, Jiqiao Liu1,2, and Weibiao Chen1,2
Author Affiliations
  • 1Space Laser Engineering Department, Shanghai Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, Shanghai 201800, China
  • 2Center of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, Beijing 100049, China
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    Figures & Tables(14)
    Schematic diagram of wavefront sensorless for coherent detection AO system
    Layout diagram of 69 units deformable mirror driver
    Random turbulence phase screen. (a) Three-dimensional diagram; (b) two-dimensional diagram
    Schematic diagram of multi-phase screen transmission
    Flow chart of PSO algorithm
    Flow chart of improved PSO algorithm
    Flow chart of SPGD algorithm
    Optimization results under different inertial parameters. (a) PSO algorithm; (b) improved PSO algorithm
    Optimization results. (a) Optimization results under different disturbance amplitudes; (b) optimization results under different gain coefficients
    Distorted spot images and SR optimization curves when D/r0=5. (a) Before correction; (b) after correction by SPGD; (c) after correction by PSO; (d) after correction by improved PSO; (e) SR optimization curves
    Distorted spot images and SR optimization curves when D/r0=10. (a) Before correction; (b) after correction by SPGD; (c) after correction by PSO; (d) after correction by improved PSO; (e) SR optimization curves
    Convergence limit among SPGD, PSO and improved PSO algorithms
    • Table 1. Simulation parameters

      View table

      Table 1. Simulation parameters

      ParameterValue
      Wavelength /μm1.064
      Waist radius /mm10
      Phase screen distance /m1000
      Phase screen number6
      Phase screen size /m0.4
      Sample number256
      Iteration1000
    • Table 2. Comparison of convergence speed among SPGD, PSO and improved PSO algorithms

      View table

      Table 2. Comparison of convergence speed among SPGD, PSO and improved PSO algorithms

      Optimization algorithmConvergence iterationsConvergence time /s
      Medium turbulence intensityStrong turbulence intensityMedium turbulence intensityStrong turbulence intensity
      SPGD81390812.0713.48
      PSO1392006.819.8
      Improved PSO701723.368.25
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    Zhen Liu, Xiaopeng Zhu, Decang Bi, Jiqiao Liu, Weibiao Chen. Distortion Spot Correction Based on Improved Particle Swarm Optimization Algorithm[J]. Chinese Journal of Lasers, 2024, 51(13): 1305001

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    Paper Information

    Category: Beam transmission and control

    Received: Aug. 18, 2023

    Accepted: Oct. 11, 2023

    Published Online: May. 9, 2024

    The Author Email: Xiaopeng Zhu (xp_zhu@siom.ac.cn)

    DOI:10.3788/CJL231118

    CSTR:32183.14.CJL231118

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