Chinese Journal of Lasers, Volume. 47, Issue 1, 0105001(2020)

Self-Learning Control Model for Adaptive Optics Systems and Experimental Verification

Zhenxing Xu1,2,3,4、**, Ping Yang1,3,4、*, Tao Cheng1,3,4, Bing Xu1,3,4, and Heping Li2
Author Affiliations
  • 1Key Laboratory on Adaptive Optics, Institute of Optics and Electronics, Chinese Academy of Sciences,Chengdu, Sichuan 610209, China
  • 2School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China,Chengdu, Sichuan 610054, China
  • 3Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu, Sichuan 610209, China
  • 4University of Chinese Academy of Sciences, Beijing 100039, China
  • show less
    References(16)

    [5] 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).

    [6] Levine S. Exploring deep. -11-07)[2019-06-25]. https:∥arxiv., org/abs/1311, 1761(2013).

    [7] Vdovin G V. Model of an adaptive optical system controlled by a neural network[J]. Optical Engineering, 34, 3249-3254(1995).

    [8] Jorgenson M B. Aitken G J M. Neural network prediction of turbulence-induced wavefront degradations with applications to adaptive optics[J]. Proceedings of SPIE, 1706, 113-121(1992).

    [9] Zhang J M, Wang N. 5): 72-73, Ⅱ[J]. Wang S Q. An neuron model -free controller with the adaptive gain regulated by the PID algorithm. Mechanical & Electrical Engineering Magazine(1999).

    [10] Jiang W H. Overview of adaptive optics development[J]. Opto-Electronic Engineering, 45, 7-21(2018).

    [11] Korn G. LeGarrec B, Rus B. ELI extreme light infrastructure science and technology with ultra-intense lasers. [C]∥CLEO: 2013, San Jose, June 9-14, 2013, San Jose, CA, USA. Washington, D.C.: OSA, CTu2D, 7(2013).

    [12] LeCun Y, Bengio Y, Hinton G. Deep learning[J]. Nature, 521, 436-444(2015).

    [13] Hecht-Nielsen R. Theory of the backpropagation neural network. [C]∥International Joint Conference on Neural Networks, June 18-22, 1989, Washington, DC, USA. New York: IEEE, 593-605(1989).

    [14] Vorontsov M A, Carhart G W, Ricklin J C. Adaptive phase-distortion correction based on parallel gradient-descent optimization[J]. Optics Letters, 22, 907-909(1997).

    [16] Jiang W H, Huang S F, Ling N et al. Hill-climbing wavefront correction system for large laser engineering[J]. Proceedings of SPIE, 965, 266-272(1989).

    Tools

    Get Citation

    Copy Citation Text

    Zhenxing Xu, Ping Yang, Tao Cheng, Bing Xu, Heping Li. Self-Learning Control Model for Adaptive Optics Systems and Experimental Verification[J]. Chinese Journal of Lasers, 2020, 47(1): 0105001

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: beam transmission and control

    Received: Jun. 26, 2019

    Accepted: Sep. 26, 2019

    Published Online: Jan. 9, 2020

    The Author Email: Zhenxing Xu (xyhf2009@foxmail.com), Ping Yang (pingyang2516@163.com)

    DOI:10.3788/CJL202047.0105001

    Topics