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

Journals >Chinese Optics Letters >Volume 21 >Issue 6 >Page 060101 > Article

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

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

Xinlan Ge^1、2、3, Licheng Zhu^1、2、*, Zeyu Gao^1、2, Ning Wang^1、2, Wang Zhao^1、2, Hongwei Ye^1、2, Shuai Wang^1、2, and Ping Yang^1、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

show less

DOI: 10.3788/COL202321.060101 Cite this Article Set citation alerts

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[J]. Chinese Optics Letters, 2023, 21(6): 060101 Copy Citation Text

show less

References

[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).

Data from CrossRef

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Figures&Tables (7)

References (21)

Copy Citation Text

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[J]. Chinese Optics Letters, 2023, 21(6): 060101

Download Citation

Set citation alerts for the article

Set citation alerts for the article

Save the article for my favorites

Paper Information

Recommended Topics

laser devices and laser physics

Lasers and Laser Optics

laser manufacturing

Instrumentation, Measurement and Metrology

Set citation alerts for the article

Please enter your email address