High Power Laser Science and Engineering, Volume. 12, Issue 6, 06000e92(2024)

Temporal waveform denoising using deep learning for injection laser systems of inertial confinement fusion high-power laser facilities Editors' Pick

Wei Chen1,2, Xinghua Lu1、*, Wei Fan1,2, and Xiaochao Wang1,2
Author Affiliations
  • 1Key Laboratory of High Power Laser and Physics, Shanghai Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, Shanghai, China
  • 2Center of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, Beijing, China
  • show less
    References(31)

    [1] E. I. Moses, J. D. Lindl, M. L. Spaeth, R. W. Patterson, R. H. Sawicki, L. J. Atherton, P. A. Baisden, L. J. Lagin, D. W. Larson, B. J. MacGowan, G. H. Miller, D. C. Rardin, V. S. Roberts, B. M. Van Wonterghem, P. J. Wegner. Fusion Eng. Des., 69, 1(2016).

    [2] M. L. Spaeth, K. R. Manes, D. H. Kalantar, P. E. Miller, J. E. Heebner, E. S. Bliss, D. R. Spec, T. G. Parham, P. K. Whitman, P. J. Wegner, P. A. Baisden, J. A. Menapace, M. W. Bowers, S. J. Cohen, T. I. Suratwala, J. M. Di Nicola, M. A. Newton, J. J. Adams, J. B. Trenholme, R. G. Finucane, R. E. Bonanno, D. C. Rardin, P. A. Arnold, S. N. Dixit, G. V. Erbert, A. C. Erlandson, J. E. Fair, E. Feigenbaum, W. H. Gourdin, R. A. Hawley, J. Honig, R. K. House, K. S. Jancaitis, K. N. LaFortune, D. W. Larson, B. J. Le Galloudec, J. D. Lindl, B. J. MacGowan, C. D. Marshall, K. P. McCandless, R. W. McCracken, R. C. Montesanti, E. I. Moses, M. C. Nostrand, J. A. Pryatel, V. S. Roberts, S. B. Rodriguez, A. W. Rowe, R. A. Sacks, J. T. Salmon, M. J. Shaw, S. Sommer, C. J. Stolz, G. L. Tietbohl, C. C. Widmayer, R. Zacharias. Fusion Eng. Des, 69, 25(2016).

    [3] M. L. Spaeth, K. R. Manes, M. Bowers, P. Celliers, J.-M. Di Nicola, P. Di Nicola, S. Dixit, G. Erbert, J. Heebner, D. Kalantar, O. Landen, B. MacGowan, B. Van Wonterghem, P. Wegner, C. Widmayer, S. Yang. Fusion Eng. Des., 69, 366(2016).

    [4] V. Denis, V. Beau, L. L. Deroff, L. Lacampagne, T. Chies, X. Julien, E. Bordenave, C. Lacombe, S. Vermersch, J. P. Airiau, 10084, 100840I(2017).

    [5] J. L. Miquel, C. Lion, P. Vivini, 688, 012067(2013).

    [6] W. Fan, Y. E. Jiang, J. F. Wang, X. C. Wang, D. J. Huang, X. H. Lu, H. Wei, G. Y. Li, X. Pan, Z. Qiao, C. Wang, H. Cheng, P. Zhang, W. F. Huang, Z. L. Xiao, S. J. Zhang, X. C. Li, J. Q. Zhu, Z. Q. Lin. High Power Laser Sci. Eng., 6, e34(2018).

    [7] P. Li, W. Wang, S. Jin, W. Q. Huang, W. Y. Wang, J. Q. Su, R. C. Zhao. Laser Phys., 28, 045004(2018).

    [8] J. E. Rothenberg, D. F. Browning, R. B. Wilcox, 3492, 51(1998).

    [9] D. Penninckx, N. Beck, J. F. Gleyze, V. Laurent. J. Lightwave Technol., 24, 4197(2006).

    [10] Y. C. Pati, R. Rezaiifar, P. S. Krishnaprasad. Proceedings of 27th Asilomar Conference on Signals, Systems and Computers, 40(1993).

    [11] C. H. Huang, X. H. Lu, Y. E. Jiang, X. C. Wang, Z. Qiao, W. Fan. Appl. Opt., 56, 1610(2017).

    [12] Z. T. Zhang, J. J. Zhu, C. L. Kuang, Y. C. Ke. J. Geodesy Geodyn., 34, 128(2014).

    [13] X. L. Qian, W. Fan, X. H. Lu, X. C. Wang. High Power Laser Sci. Eng., 9, e15(2021).

    [14] Z. W. Li, F. Liu, W. J. Yang, S. H. Peng, J. Zhou. IEEE Trans. Neural Networks Learn. Syst., 33, 6999(2021).

    [15] W. Leach, J. Henrikson, R. Hatarik, J. Liebman, N. Mundhenk, N. Palmer, M. Rever, 10898, 108980I(2019).

    [16] A. Döpp, C. Eberle, S. Howard, F. Irshad, J. P. Lin. High Power Laser Sci. Eng., 11, e55(2023).

    [17] J. Luo, Z. Y. Tian, L. Li, Z. G. Ni, X. Q. Xie, X. W. Zhou. Fusion Eng. Des., 194, 113888(2023).

    [18] Y. Z. Liao, X. X. Huang, Y. C. Geng, Q. Yuan, D. X. Hu. Photonics, 10, 1244(2023).

    [19] L. Zou, Y. C. Geng, B. B. Liu, F. D. Chen, W. Zhou, Z. T. Peng, D. X. Hu, Q. Yuan, G. D. Liu, L. Q. Liu. Opt. Express., 30, 29885(2022).

    [20] D. Stoller, S. Durand, S. Ewert. 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 181(2019).

    [21] G. J. Yang, K. Y. Zeng, L. Wang, M. Tang, D. M. Liu. Opt. Express, 30, 34453(2022).

    [22] V. Denis, M. Nicolaizeau, J. Néauport, C. Lacombe, P. Fourtillan. , , , , and , Proc. SPIE , ()., 11666, 1166603(2021).

    [23] Z. Y. Tian, Z. H. Zhang, X. K. Chu, Y. Qin, Q. Zhang, Y. C. Geng, X. X. Huang, W. Y. Wang, A. Wang, 1453, 012088(2020).

    [24] Z. Qiao, X. C. Wang, W. Fan, X. C. Li, Y. E. Jiang, R. Li, C. H. Huang, Z. Q. Lin. Appl. Opt., 55, 8352(2016).

    [25] R. Li, W. Fan, Y. E. Jiang, Z. Qiao, P. Zhang, Z. Q. Lin. Appl. Opt., 56, 993(2017).

    [26] Y. J. Zhang, W. Fan, J. F. Wang, X. C. Wang, X. H. Lu, D. J. Huang, S. Y. Xu, Y. L. Zhang, M. Y. Sun, Z. Y. Jiao, S. L. Zhou, X. Q. Jiang. High Power Laser Sci. Eng., 12, e9(2024).

    [27] Z. Zhang, Y. Xu, J. Yang, X. Li, D. Zhang. IEEE Access, 3, 490(2015).

    [28] O. Ronneberger, P. Fischer, T. Brox. Medical Image Computing and Computer-Assisted Intervention–MICCAI, 234(2015).

    [29] L. Simone, M. F. Saleh. Opt. Express, 32, 5582(2024).

    [30] C. Szegedy, V. Vanhoucke, S. Ioffe, J. Shlens, Z. Wojna. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2818(2016).

    [31] J. Hu, L. Shen, S. Albanie, G. Sun, E. Wu. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 7132(2018).

    Tools

    Get Citation

    Copy Citation Text

    Wei Chen, Xinghua Lu, Wei Fan, Xiaochao Wang. Temporal waveform denoising using deep learning for injection laser systems of inertial confinement fusion high-power laser facilities[J]. High Power Laser Science and Engineering, 2024, 12(6): 06000e92

    Download Citation

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

    Category: Research Articles

    Received: Jul. 26, 2024

    Accepted: Aug. 27, 2024

    Published Online: Jan. 6, 2025

    The Author Email: Xinghua Lu (fanweil@siom.ac.cn)

    DOI:10.1017/hpl.2024.60

    Topics