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Chinese Optics Letters, Volume. 21, Issue 6, 060101(2023)

Target-independent dynamic wavefront sensing method based on distorted grating and deep learning

Xinlan Ge1,2,3, Licheng Zhu1,2、*, Zeyu Gao1,2, Ning Wang1,2, Wang Zhao1,2, Hongwei Ye1,2, Shuai Wang1,2, and Ping Yang1,2、**
Author Affiliations
  • 1Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China
  • 2Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
  • 3School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, China
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    References(21)

    [1] C. Fienup, J. Dainty. Phase retrieval and image reconstruction for astronomy. Image Recovery: Theory and Application, 275(1987).

    [2] Y. Rivenson, Y. Zhang, H. Günaydın, D. Teng, A. Ozcan. Phase recovery and holographic image reconstruction using deep learning in neural networks. Light Sci. Appl., 7, 17141(2018).

    [3] R. A. Gonsalves, R. Chidlaw. Wavefront sensing by phase retrieval. Proc. SPIE, 207, 32(1979).

    [4] R. G. Paxman, T. J. Schulz, J. R. Fienup. Joint estimation of object and aberrations by using phase diversity. J. Opt. Soc. Am. A, 9, 1072(1992).

    [5] B. H. Dean, D. L. Aronstein, J. S. Smith, R. Shiri, D. S. Acton. Phase retrieval algorithm for JWST flight and Testbed Telescope. Proc. SPIE, 6265, 626511(2006).

    [6] J. J. Dolne, P. Menicucci, D. Miccolis, K. Widen, H. Seiden, F. Vachss, H. Schall. Advanced image processing and wavefront sensing with real-time phase diversity. Appl. Opt., 48, A30(2009).

    [7] G. Ju, X. Qi, H. Ma, C. Yan. Feature-based phase retrieval wavefront sensing approach using machine learning. Opt. Express, 26, 31767(2018).

    [8] S. W. Paine, J. R. Fienup. Machine learning for improved image-based wavefront sensing. Opt. Lett., 43, 1235(2018).

    [9] H. Guo, Y. Xu, Q. Li, S. Du, D. He, Q. Wang, Y. Huang. Improved machine learning approach for wavefront sensing. Sensors, 19, 3533(2019).

    [10] Y. Nishizaki, M. Valdivia, R. Horisaki, K. Kitaguchi, M. Saito, J. Tanida, E. Vera. Deep learning wavefront sensing. Opt. Express, 27, 240(2019).

    [11] Y. Wu, Y. Guo, H. Bao, C. Rao. Sub-millisecond phase retrieval for phase-diversity wavefront sensor. Sensors, 20, 4877(2020).

    [12] C. Lu, Q. Tian, L. Zhu, R. Gao, H. Yao, F. Tian, Q. Zhang, X. Xin. Mitigating the ambiguity problem in the CNN-based wavefront correction. Opt. Lett., 47, 3251(2022).

    [13] Z. Zhou, J. Xia, J. Wu, C. Chang, X. Ye, S. Li, B. Du, H. Zhang, G. Tong. Learning-based phase imaging using a low-bit-depth pattern. Photon. Res., 8, 1624(2020).

    [14] Q. Xin, G. Ju, C. Zhang, S. Xu. Object-independent image-based wavefront sensing approach using phase diversity images and deep learning. Opt. Express, 27, 26102(2019).

    [15] D. Li, S. Xu, D. Wang, D. Yan. Large-scale piston error detection technology for segmented optical mirrors via convolutional neural networks. Opt. Lett., 44, 1170(2019).

    [16] P. M. Blanchard, A. H. Greenaway. Simultaneous multiplane imaging with a distorted diffraction grating. Appl. Opt., 38, 6692(1999).

    [17] P. M. Blanchard, D. J. Fisher, S. C. Woods, A. H. Greenaway. Phase-diversity wave-front sensing with a distorted diffraction grating. Appl. Opt., 39, 6649(2000).

    [18] F. Xi, Z. Jiang, X. Xu, Y. Geng. High-diffractive-efficiency defocus grating for wavefront curvature sensing. J. Opt. Soc. Am. A, 24, 3444(2007).

    [19] S. Woo, J. Park, J.-Y. Lee, I. S. Kweon. CBAM: convolutional block attention module. Proceedings of the European Conference on Computer Vision (ECCV), 3(2018).

    [20] J. R. Fienup, B. J. Thelen, R. G. Paxman, D. A. Carrara. Comparison of phase diversity and curvature wavefront sensing. Proc. SPIE, 3353, 930(1998).

    [21] L. Meynadier, V. Michau, M.-T. Velluet, J.-M. Conan, L. M. Mugnier, G. Rousset. Noise propagation in wave-front sensing with phase diversity. Appl. Opt., 38, 4967(1999).

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    [1] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Hongwei Ye, Shuai Wang, Ping Yang.

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    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Shiqing Ma, Ao Li, Shuai Wang, Ping Yang.

    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [2] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [3] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [3] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [3] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

    [3] Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Ping Yang, Shuai Wang, Hongwei Ye.

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    Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Wang Zhao, Hongwei Ye, Shuai Wang, Ping Yang, "Target-independent dynamic wavefront sensing method based on distorted grating and deep learning," Chin. Opt. Lett. 21, 060101 (2023)

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    Paper Information

    Category: Atmospheric, Oceanic, Space, and Environmental Optics

    Received: Dec. 19, 2022

    Accepted: Apr. 4, 2023

    Posted: Apr. 6, 2023

    Published Online: Jun. 9, 2023

    The Author Email: Licheng Zhu (zlcheng911@163.com), Ping Yang (pingyang2516@163.com)

    DOI:10.3788/COL202321.060101

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology