Research on wavefront correction for atmospheric turbulence based on model-free optimization algorithms
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 platform, 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 (J<sub>1</sub>) analysis, while dynamic scenarios utilized normalized intensity-squared summation (J<sub>2</sub>) 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.
Authors
- Dong Peng (ORCID: https://orcid.org/0009-0009-8575-8577)
- Bing Dong (ORCID: https://orcid.org/0000-0001-6540-2949)
Institutions
- Beijing Institute of Technology (CN)
Publication Details
- Published
- 2025-05-16
- DOI
- https://doi.org/10.1117/12.3071099
- Primary Topic
- Optical Systems and Laser Technology
- Type
- article
- Field-Weighted Citation Impact
- 0.00