Research on Wavefront Correction for Atmospheric Turbulence Based on Model-Free Optimization Algorithms

Dong Peng, Bing Dong*

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Atmospheric turbulence-induced intensity scintillation and wavefront aberrations critically impair laser communication systems by degrading beam quality and energy transmission. To address this, we developed a wavefront correction framework using the OOMAO simulation toolbox, generating static/dynamic wavefront distortions with Kolmogorov spectrum characteristics under varying turbulence intensities. Closed-loop correction was implemented through an optimization strategy: static aberrations were iteratively minimized via normalized second-order moment (J1) analysis, while dynamic scenarios utilized normalized intensity-squared summation (J2) for robustness evaluation. Results demonstrate that: Gradient-based algorithms generally outperformed population-based algorithms; The NASPGD algorithm achieved optimal dynamic correction with the highest initial efficiency and precision; SPGD exhibited superior stability in later stages; LOEO surpassed APP and approached SPGD in performance; PSO and GA showed comparable performance, though GA demonstrated stronger robustness under intense turbulence. These findings indicate that model-free optimization algorithms can provide efficient solutions for space-ground laser communication and astronomical observation scenarios.

Original languageEnglish
Title of host publicationThird Conference on Space, Atmosphere, Marine, and Environmental Optics, SAME 2025
EditorsDong Liu, Shuo Shi
PublisherSPIE
ISBN (Electronic)9781510692077
DOIs
Publication statusPublished - 2025
Externally publishedYes
Event3rd Conference on Space, Atmosphere, Marine, and Environmental Optics, SAME 2025 - Wuhan, China
Duration: 18 Apr 202520 Apr 2025

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume13647
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

Conference3rd Conference on Space, Atmosphere, Marine, and Environmental Optics, SAME 2025
Country/TerritoryChina
CityWuhan
Period18/04/2520/04/25

Keywords

  • Adaptive optics
  • Atmospheric turbulence
  • Model-free optimization
  • Stochastic parallel gradient descent
  • Wavefront correction
  • Wavefront sensorless

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