Laser & Optoelectronics Progress, Volume. 62, Issue 12, 1228001(2025)

Blur Kernel Estimation Method in Non-Time-Synchronized Adaptive Optics Systems

Man Deng1,2,3,4, Youming Guo1,2,3,4、*, and Zhengdai Li1,2,3,4
Author Affiliations
  • 1National Laboratory on Adaptive Optics, Chengdu 610209, Sichuan , China
  • 2Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, Sichuan , China
  • 3University of Chinese Academy of Sciences, Beijing 100049, China
  • 4School of Electronic, Electrical and Commutation Engineering, University of Chinese Academy of Sciences, Beijing 100049, China
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    Figures & Tables(14)
    Flowchart of the multiscale optimal blur kernel estimation method
    Sub-aperture layout of the SHWFS
    Variation of values with respect to the correlation peak of PSF. (a) MSE; (b) PSNR
    RMS and PSD of the AO system in the open-loop and closed-loop. (a) RMS; (b) PSD of the x-tilt; (c) PSD of the y-tilt
    Simulation results for extended target 1. (a) Far-field blurred image; (b) original clear image; (c) true PSF and restored image; (d) PSF estimated by MSO and restored image; (e) PSF estimated by MMSE and restored image; (f) PSF estimated by MPIQE and restored image
    Simulation results for extended target 2. (a) Far-field blurred image; (b) original clear image; (c) true PSF and restored image; (d) PSF estimated by MSO and restored image; (e) PSF estimated by MMSE and restored image; (f) PSF estimated by MPIQE and restored image
    Motion trajectories of the true and estimated PSF for extended target 1. (a) x-direction displacement; (b) y-direction displacement
    Motion trajectories of the true and estimated PSF for extended target 2. (a) x-direction displacement; (b) y-direction displacement
    PSNR of restored images under different atmospheric coherence strengths
    PSNR of restored images under different SNRs
    PSNR of restored images under different measurement errors
    • Table 1. Correlation peak between the PSF and the true PSF

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      Table 1. Correlation peak between the PSF and the true PSF

      Extended targetCorrelation peak
      PSF estimated by MSOPSF estimated by MMSERestored image using MPIQE
      10.99740.93870.7654
      20.97960.94060.4714
    • Table 2. PSNR between the image and the original clear image

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      Table 2. PSNR between the image and the original clear image

      Extended targetPSNR /dB
      Far-field blurred imageRestored image with the true PSFRestored image using MSORestored image using MMSERestored image using MPIQE
      122.2028.1028.0325.5523.11
      218.4723.8323.2322.8018.86
    • Table 3. PIQE of the restored images

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      Table 3. PIQE of the restored images

      Extended targetPIQE
      Restored image with the true PSFRestored image using MSORestored image using MMSERestored image using MPIQE
      142.9443.0945.0554.21
      245.6045.7647.3155.92
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    Man Deng, Youming Guo, Zhengdai Li. Blur Kernel Estimation Method in Non-Time-Synchronized Adaptive Optics Systems[J]. Laser & Optoelectronics Progress, 2025, 62(12): 1228001

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    Paper Information

    Category: Remote Sensing and Sensors

    Received: Nov. 1, 2024

    Accepted: Dec. 19, 2024

    Published Online: Jun. 7, 2025

    The Author Email: Youming Guo (guoyouming@ioe.ac.cn)

    DOI:10.3788/LOP242202

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