Acta Optica Sinica, Volume. 44, Issue 7, 0720001(2024)

Progressive Training Scheme for Recognition Error of Optical Neural Networks

Pengxing Guo1,2, Zhengrong You1,2, Weigang Hou1,2、*, and Lei Guo1,2
Author Affiliations
  • 1School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China
  • 2Institute of Intelligent Communication and Network Security, Chongqing University of Posts and Telecommunications, Chongqing 400065, China
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    References(22)

    [1] Luan H T, Chen X, Zhang Q M et al. Artificial intelligence nanophotonics: optical neural networks and nanophotonics[J]. Acta Optica Sinica, 41, 0823005(2021).

    [2] Guo P X, Liu Z Y, Hou W G et al. Photonic convolutional neural network accelerator assisted by phase change material[J]. Acta Optica Sinica, 43, 0415001(2023).

    [3] Cheng J W, Zhou H L, Dong J J. Photonic matrix computing: from fundamentals to applications[J]. Nanomaterials, 11, 1683(2021).

    [4] Guo P X, Zhou N J, Hou W G et al. StarLight: a photonic neural network accelerator featuring a hybrid mode-wavelength division multiplexing and photonic nonvolatile memory[J]. Optics Express, 30, 37051-37065(2022).

    [5] Fu T Z, Sun R, Huang Y Y et al. Review of on-chip integrated optical neural networks[J]. Chinese Journal of Lasers, 51, 0119002(2024).

    [6] Wei M L, Li J Y, Chen Z Q et al. Electrically programmable phase-change photonic memory for optical neural networks with nanoseconds in situ training capability[J]. Advanced Photonics, 5, 046004(2023).

    [7] Shen Y C, Harris N C, Skirlo S et al. Deep learning with coherent nanophotonic circuits[J]. Nature Photonics, 11, 441-446(2017).

    [8] Zhang H, Gu M, Jiang X D et al. An optical neural chip for implementing complex-valued neural network[J]. Nature Communications, 12, 457(2021).

    [9] Zhu Y, Zhang G L, Li B et al. Countering variations and thermal effects for accurate optical neural networks[C], 152(2020).

    [10] Pai S, Bartlett B, Solgaard O et al. Matrix optimization on universal unitary photonic devices[J]. Physical Review Applied, 11, 064044(2019).

    [11] Shokraneh F, Geoffroy-Gagnon S, Liboiron-Ladouceur O. The diamond mesh, a phase-error- and loss-tolerant field-programmable MZI-based optical processor for optical neural networks[J]. Optics Express, 28, 23495-23508(2020).

    [12] Bandyopadhyay S, Hamerly R, Englund D. Hardware error correction for programmable photonics[J]. Optica, 8, 1247-1255(2021).

    [13] Shao R, Zhang G, Gong X. Generalized robust training scheme using genetic algorithm for optical neural networks with imprecise components[J]. Photonics Research, 10, 1868-1876(2022).

    [14] Hughes T W, Minkov M, Shi Y et al. Training of photonic neural networks through in situ backpropagation[J]. Optica, 5, 864-871(2018).

    [15] Clements W R, Humphreys P C, Metcalf B J et al. Optimal design for universal multiport interferometers[J]. Optica, 3, 1460-1465(2016).

    [16] Lin X, Rivenson Y, Yardimci N T et al. All-optical machine learning using diffractive deep neural networks[J]. Science, 361, 1004-1008(2018).

    [17] Reck M, Zeilinger A, Bernstein H J et al. Experimental realization of any discrete unitary operator[J]. Physical Review Letters, 73, 58-61(1994).

    [18] Shokraneh F, Nezami M S, Liboiron-Ladouceur O. Theoretical and experimental analysis of a 4×4 reconfigurable MZI-based linear optical processor[J]. Journal of Lightwave Technology, 38, 1258-1267(2020).

    [21] Hughes T, Veronis G, Wootton K P et al. Method for computationally efficient design of dielectric laser accelerator structures[J]. Optics Express, 25, 15414-15427(2017).

    [22] Deng H Q, Khajavikhan M. Parity-time symmetric optical neural networks[J]. Optica, 8, 1328-1333(2021).

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    Pengxing Guo, Zhengrong You, Weigang Hou, Lei Guo. Progressive Training Scheme for Recognition Error of Optical Neural Networks[J]. Acta Optica Sinica, 2024, 44(7): 0720001

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    Paper Information

    Category: Optics in Computing

    Received: Dec. 19, 2023

    Accepted: Jan. 25, 2024

    Published Online: Apr. 11, 2024

    The Author Email: Weigang Hou (houwg@cqupt.edu.cn)

    DOI:10.3788/AOS231949

    CSTR:32393.14.AOS231949

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