journal article·2025-12-17Open access

Experimental Study on Wavefront Distortion Correction in Atmospheric Turbulence Using Zernike-Wavelet Hybrid Basis

Jingyuan Liang, Yilin Hao, Hui Li, Xizheng Ke

Applied Sciences· Volume 15· Issue 24

Abstract

In adaptive optics systems, most methods rely on reconstruction techniques centered on regional or global orthogonal bases, which struggle to accommodate the multi-scale characteristics of atmospheric turbulence wavefronts. This paper adopts a hybrid basis wavefront reconstruction method based on mutual information sorting, combining Zernike modes with Daubechies wavelet modes for mutual information calculation and sorting. The modes with the highest correlation are selected for reconstruction, effectively reducing the scale of the reconstruction matrix while considering both global and local features. The reconstruction results show that when the number of modes is 20, the root mean square (RMS) of the wavefront residual error of the hybrid basis reconstruction drops to 0.14 rad, outperforming 0.19 rad of the Zernike mutual information method and 0.33 rad of the Zernike expansion method. The peak-to-valley (PV) value after wavefront correction converges to 0.057 μm at the 39th iteration, demonstrating a faster convergence speed and smaller residual error; the RMS value converges to 0.027 μm at the 77th iteration after correction.
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Research context

OpenAlex topics: Adaptive optics and wavefront sensing · Optical Wireless Communication Technologies · Advanced optical system design

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

School of Automation and Information Engineering, Xi’an University of Technology, Xi’an 710048, China

School of Physical Science and Technology, Kunming University, Kunming 650214, China

Xianyang Key Laboratory of Intelligent Manufacturing Equipment Technology, Xianyang 712000, China

References (23)

Show source-provided references
1. Xia, A. (2011). Research on Adaptive Optics Systems Based on Shack-Hartmann Wavefront Sensor. [Ph.D. Thesis, Xi’an Institute of Optics and Precision Mechanics, University of Chinese Academy of Sciences].
2. Modal wave-front estimation from phase derivative measurements10.1364/JOSA.69.000972 ↗
3. Ke, X., and Wu, J. (2022). Coherent Optical Wireless Communication Principle and Application, Springer.10.1007/978-981-19-4823-7 ↗
4. Research progress on adaptive optics technology for wireless optical communication systems at Xi’an University of Technology
5. Wavefront reconstruction of atmospheric turbulence distortion based on pattern mutual information
6. Wavelet methods in multi-conjugate adaptive optics10.1088/0266-5611/29/8/085003 ↗
7. Wavefront reconstruction algorithm based on threshold wavelet transform10.3788/HPLPB20112305.1197 ↗
8. Reconstruction of atmospheric turbulence wavefront distortion based on wavelet fractal interpolation algorithm
9. Ke, X., and Wu, P. (2022). Adaptive Optics Theory and Its Application in Optical Wireless Communication, Springer.10.1007/978-981-16-7901-8 ↗
10. Measurement of lens focal length using multicurvature analysis of the Shack-Hartmann wavefront data10.1117/12.561772 ↗
11. Research progress on Zernike polynomial wavefront aberration correction
12. Research progress on Zernike polynomial description of optical aberrations
13. Zernike polynomials and atmospheric turbulence10.1364/JOSA.66.000207 ↗
14. Ealey, M.A., and Merkle, F. (1994, January 13–18). Modified Hartmann-Shack Wavefront Sensing and Iterative Wavefront Reconstruction. Proceedings of the 1994 Symposium on Astronomical Telescopes and Instrumentation for the 21st Century, Kailua, Kona, HI, USA.
15. Biorthogonal bases of compactly supported wavelets10.1002/cpa.3160450502 ↗
16. A trainable system for object detection10.1023/A:1008162616689 ↗
17. Research Progress and Prospects of Atmospheric Turbulence for Wireless Optical Communication
18. Research progress on simulating atmospheric turbulence wavefront phase using Zernike polynomials and its applications
19. Statistical anisotropy in free turbulence for mixing layers at high Reynolds numbers10.1364/AO.35.004879 ↗
20. Wave-front estimation from wave-front slope measurements10.1364/JOSA.70.000998 ↗
21. Adaptive Optical Correction Without Wavefront Sensor
22. Information theory, inference, and learning algorithms
23. Research Progress on Deformable Mirrors and Their Control Algorithms