[1] JIANG W H. Overview of adaptive optics development[J]. Opto-Electronic Engineering, 45, 170489(2018).

[2] NING Y, ZHOU H, YU H et al. Thermal stability test and analysis of a 20-actuator bimorph deformable mirror[J]. Chinese Physics B, 18, 1089-1095(2009).

[3] YANG H Z, WU J, GONG C L. Model-based sensorless adaptive optics system[J]. Acta Optica Sinica, 34, 0801002(2014).

[4] HU D T, SHEN W, MA W C et al. Fast convergence stochastic parallel gradient descent algorithm[J]. Laser & Optoelectronics Progress, 56, 122201(2019).

[5] LIU W, XU J N, JIN D R et al. Research on aberration correction method of coherent optical communication based on CNN-SPGD algorithm[J]. Optics and Precision Engineering, 30, 743-754(2022).

[6] ZOMMER S, RIBAK E N, LIPSON S G et al. Simulated annealing in ocular adaptive optics[J]. Optics Letters, 31, 939-941(2006).

[7] NASIRI-AVANAKI M R, SARMADI H, MEADWAY A et al. Comparative assessment of three algorithms to control a deformable mirror for an adaptive optics system with no wavefront sensor[C], 7904, 790415(2011).

[8] JOHNSON M A, MORADI M H[M]. PID Control(2005).

[9] GUO Y M, RAO C H, BAO H et al. Direct computation of the interaction matrix of adaptive optical system[J]. Acta Physica Sinica, 63, 149501(2014).

[10] ZHANG D G, FU Y T. Deformable mirror modeling and control based on on-line least square support vector machine[J]. Infrared and Laser Engineering, 45, 1118007(2016).

[11] XU Z X, YANG P, HU K et al. Deep learning control model for adaptive optics systems[J]. Applied Optics, 58, 1998-2009(2019).

[12] MA H M, LIU H Q, QIAO Y et al. Numerical study of adaptive optics compensation based on convolutional neural networks[J]. Optics Communications, 433, 283-289(2019).

[13] FEI X, ZHAO J L, ZHAO H X et al. Deblurring adaptive optics retinal images using deep convolutional neural networks[J]. Biomedical Optics Express, 8, 5675-5687(2017).

[14] KE X Z, YANG S J, WU Y F. Predictive control algorithms for adaptive optical wavefront correction in free-space optical communication[J]. Current Optics and Photonics, 5, 641-651(2021).

[15] LIN L C, HUANG C H, CHEN Y F et al. Deep learning-assisted wavefront correction with sparse data for holographic tomography[J]. Optics and Lasers in Engineering, 154, 107010(2022).

[16] GU H, ZHAO Z Y, ZHANG Z G et al. High-precision wavefront reconstruction from Shack-Hartmann wavefront sensor data by a deep convolutional neural network[J]. Measurement Science and Technology, 32, 085101(2021).

[17] WANG H Y, ZHANG Q, HU M et al. Wavefront reconstruction based on ASH-Net with less lenslets SHWFS[J]. Journal of Optics, 26, 045602(2024).

[18] LIU Z, TAM J, SAEEDI O et al. Trans-retinal cellular imaging with multimodal adaptive optics[J]. Biomedical Optics Express, 9, 4246-4262(2018).

[19] BRUNNER E, SHATOKHINA J, SHIRAZI M F et al. Adaptive optics imaging with a pyramid wavefront sensor for visual science[J/OL]. arXiv(2021).

[20] YANG Y Y, HU Q L, HU M et al. Research on improving the universality of adaptive optical retinal imaging system[J]. Liquid Crystals and Displays, 38, 563-573(2023).

[21] BOND C Z, CETRE S, LILLEY S et al. Adaptive optics with an infrared pyramid wavefront sensor at Keck[J]. Journal of Astronomical Telescopes, Instruments, and Systems, 6, 039003(2020).

[22] CHAMOT S R, DAINTY C, ESPOSITO S. Adaptive optics for ophthalmic applications using a pyramid wavefront sensor[J]. Optics Express, 14, 518-526(2006).

[23] KORKIAKOSKI V, VÉRINAUD C, LOUARN M L. Improving the performance of a pyramid wavefront sensor with modal sensitivity compensation[J]. Applied Optics, 47, 79-87(2008).

[24] CHAMBOULEYRON V, FAUVARQUE O, JANIN-POTIRON P et al. Pyramid wavefront sensor optical gains compensation using a convolutional model[J]. Astronomy & Astrophysics, 644, A6(2020).

[25] SHATOKHINA I, HUTTERER V, RAMLAU R. Review on methods for wavefront reconstruction from pyramid wavefront sensor data[J]. Journal of Astronomical Telescopes, Instruments, and Systems, 6, 010901(2020).

[26] BRUNNER E, SHATOKHINA J, SHIRAZI M F et al. Retinal adaptive optics imaging with a pyramid wavefront sensor[J]. Biomedical Optics Express, 12, 5969-5990(2021).

[27] LI X Y, WANG C H, XIAN H et al. Real-time modal reconstruction algorithm for adaptive optics systems[J]. High Power Laser and Particle Beams, 14, 53-56(2002).

[28] RONNEBERGER O, FISCHER P, BROX T. U-net: convolutional networks for biomedical image segmentation[C], 234-241(2015).

[29] DROZDZAL M, VORONTSOV E, CHARTRAND G et al. The importance of skip connections in biomedical image segmentation[C], 179-187(2016).