Journal of Synthetic Crystals, Volume. 51, Issue 2, 229(2022)

Model-Free Adaptive Diameter Control of Monocrystalline Silicon Based on Bayesian Parameter Optimization

LIN Guangwei1、*, WANG Shan1, ZHANG Xiya1, PENG Xin1, GAO Junwei2, and GAO Dedong1
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less
    References(17)

    [1] [1] GOETZBERGER A, KNOBLOCH J, VO B. Crystalline silicon solar cells[M]. Chichester, UK: John Wiley & Sons, Ltd, 2014.

    [3] [3] BROWN R A. Theory of transport processes in single crystal growth from the melt[J]. AIChE Journal, 1988, 34(6): 881-911.

    [4] [4] GEVELBER M A, STEPHANOPOULOS G, WARGO M J. Dynamics and control of the Czochralski process Ⅱ. Objectives and control structure design[J]. Journal of Crystal Growth, 1988, 91(1/2): 199-217.

    [5] [5] GEVELBER M A. Dynamics and control of the Czochralski process Ⅳ. Control structure design for interface shape control and performance evaluation[J]. Journal of Crystal Growth, 1994, 139(3/4): 286-301.

    [6] [6] GALAZKA Z, WILKE H. Heat transfer and fluid flow during growth of Y3Al5O12 single crystals using the czochralski method[J]. Crystal Research and Technology, 2000, 35(11/12): 1263-1278.

    [10] [10] ARMAOU A, CHRISTOFIDES P D. Crystal temperature control in the Czochralski crystal growth process[J]. AIChE Journal, 2001, 47(1): 79-106.

    [11] [11] ABDOLLAHI J, IZADI M, DUBLJEVIC S. Model predictive temperature tracking in crystal growth processes[J]. Computers & Chemical Engineering, 2014, 71: 323-330.

    [12] [12] ABDOLLAHI J, IZADI M, DUBLJEVIC S. Temperature distribution reconstruction in Czochralski crystal growth process[J]. AIChE Journal, 2014, 60(8): 2839-2852.

    [13] [13] WINKLER J, NEUBERT M, RUDOLPH J. Nonlinear model-based control of the Czochralski process I: motivation, modeling and feedback controller design[J]. Journal of Crystal Growth, 2010, 312(7): 1005-1018.

    [14] [14] WINKLER J, NEUBERT M, RUDOLPH J. Nonlinear model-based control of the Czochralski process Ⅱ: reconstruction of crystal radius and growth rate from the weighing signal[J]. Journal of Crystal Growth, 2010, 312(7): 1019-1028.

    [15] [15] NEUBERT M, WINKLER J. Nonlinear model-based control of the Czochralski process Ⅲ: proper choice of manipulated variables and controller parameter scheduling[J]. Journal of Crystal Growth, 2012, 360: 3-11.

    [16] [16] NEUBERT M, WINKLER J. Nonlinear model-based control of the Czochralski process Ⅳ: feedforward control and its interpretation from the crystal grower′s view[J]. Journal of Crystal Growth, 2014, 404: 210-222.

    [25] [25] HOU Z S, WANG Z. From model-based control to data-driven control: survey, classification and perspective[J]. Information Sciences, 2013, 235: 3-35.

    [26] [26] HOU Z S, CHI R H, GAO H J. An overview of dynamic-linearization-based data-driven control and applications[J]. IEEE Transactions on Industrial Electronics, 2017, 64(5): 4076-4090.

    [27] [27] HOU Z S, JIN S T. A novel data-driven control approach for a class of discrete-time nonlinear systems[J]. IEEE Transactions on Control Systems Technology, 2011, 19(6): 1549-1558.

    [33] [33] KLEIN A, FALKNER S, BARTELS S, et al. Fast bayesian optimization of machine learning hyperparameters on large datasets[J]. Machine Learning, 2016, arXiv: 1605.07079.

    [34] [34] WANG X, EISSELER R, MOEHRING H C. Prediction and optimization of machining results and parameters in drilling by using Bayesian networks[J]. Production Engineering, 2020, 14(3): 373-383.

    Tools

    Get Citation

    Copy Citation Text

    LIN Guangwei, WANG Shan, ZHANG Xiya, PENG Xin, GAO Junwei, GAO Dedong. Model-Free Adaptive Diameter Control of Monocrystalline Silicon Based on Bayesian Parameter Optimization[J]. Journal of Synthetic Crystals, 2022, 51(2): 229

    Download Citation

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

    Category:

    Received: Sep. 26, 2021

    Accepted: --

    Published Online: Mar. 24, 2022

    The Author Email: Guangwei LIN (1026468163@qq.com)

    DOI:

    CSTR:32186.14.

    Topics