• Advanced Photonics Nexus
  • Vol. 3, Issue 2, 026007 (2024)
Run Sun1, Tingzhao Fu2、*, Yuyao Huang1, Wencan Liu1, Zhenmin Du1, and Hongwei Chen1、*
Author Affiliations
  • 1Tsinghua University, Beijing National Research Center for Information Science and Technology, Department of Electronic Engineering, Beijing, China
  • 2National University of Defense Technology, College of Advanced Interdisciplinary Studies, Hunan Provincial Key Laboratory of Novel Nano-Optoelectronic Information Materials and Devices, Changsha, China
  • show less
    DOI: 10.1117/1.APN.3.2.026007 Cite this Article Set citation alerts
    Run Sun, Tingzhao Fu, Yuyao Huang, Wencan Liu, Zhenmin Du, Hongwei Chen. Multimode diffractive optical neural network[J]. Advanced Photonics Nexus, 2024, 3(2): 026007 Copy Citation Text show less
    References

    [1] H. N. Khan, D. A. Hounshell, E. R. H. Fuchs. Science and research policy at the end of Moore’s law. Nat. Electron., 1, 14-21(2018).

    [2] Y. Bai et al. Photonic multiplexing techniques for neuromorphic computing. Nanophotonics, 12, 795-817(2023).

    [3] P. Freire et al. Artificial neural networks for photonic applications-from algorithms to implementation: tutorial. Adv. Opt. Photonics, 15, 739-834(2023).

    [4] S. Pai et al. Experimental evaluation of digitally verifiable photonic computing for blockchain and cryptocurrency. Optica, 10, 552-560(2023).

    [5] Y. Shen et al. Deep learning with coherent nanophotonic circuits. Nat. Photonics, 11, 441-446(2017).

    [6] I. A. D. Williamson et al. Reprogrammable electro-optic nonlinear activation functions for optical neural networks. IEEE J. Sel. Top. Quantum Electron., 26, 7700412(2020).

    [7] B. Bai et al. Microcomb-based integrated photonic processing unit. Nat. Commun., 14, 66(2023).

    [8] J. Cheng et al. Human emotion recognition with a microcomb-enabled integrated optical neural network. Nanophotonics, 12, 3883-3894(2023).

    [9] W. Zhang et al. Broadband physical layer cognitive radio with an integrated photonic processor for blind source separation. Nat. Commun., 14, 1107(2023).

    [10] E. Khoram et al. Nanophotonic media for artificial neural inference. Photonics Res., 7, 823-827(2019).

    [11] T. Fu et al. Photonic machine learning with on-chip diffractive optics. Nat. Commun., 14, 70(2023).

    [12] X. Lin et al. All-optical machine learning using diffractive deep neural networks. Science, 361, 1004-1008(2018).

    [13] C. Qian et al. Performing optical logic operations by a diffractive neural network. Light Sci. Appl., 9, 59(2020).

    [14] Z. Wang et al. Integrated photonic metasystem for image classifications at telecommunication wavelength. Nat. Commun., 13, 2131(2022).

    [15] Y. Chen et al. All-analog photoelectronic chip for high-speed vision tasks. Nature, 623, 48-57(2023).

    [16] E. Cartlidge. Photonic computing for sale. Opt. Photonics News, 34, 26-33(2023).

    [17] W. R. Clements et al. Optimal design for universal multiport interferometers. Optica, 3, 1460-1465(2016).

    [18] Y. Huang et al. Easily scalable photonic tensor core based on tunable units with single internal phase shifters. Laser Photonics Rev., 17, 2300001(2023).

    [19] S. Pai et al. Experimentally realized in situ backpropagation for deep learning in photonic neural networks. Science, 380, 398-404(2023).

    [20] W. Zhang et al. Silicon microring synapses enable photonic deep learning beyond 9-bit precision. Optica, 9, 579-584(2022).

    [21] W. Zhang et al. On-chip photonic spatial-temporal descrambler. Chip, 2, 100043(2023).

    [22] Z. Wang et al. Metasurface on integrated photonic platform: from mode converters to machine learning. Nanophotonics, 11, 3531-3546(2022).

    [23] Z. Wu et al. Neuromorphic metasurface. Photonics Res., 8, 46-50(2019).

    [24] H. H. Zhu et al. Space-efficient optical computing with an integrated chip diffractive neural network. Nat. Commun., 13, 1044(2022).

    [25] T. Fu et al. On-chip photonic diffractive optical neural network based on a spatial domain electromagnetic propagation model. Opt. Express, 29, 31924-31940(2021).

    [26] T. Fu et al. Integrated diffractive optical neural network with space-time interleaving. Chin. Opt. Lett., 21, 091301(2023).

    [27] T. Fu et al. Miniature on-chip diffractive optical neural network design, JW2A.135(2023).

    [28] Y. Huang et al. Sophisticated deep learning with on-chip optical diffractive tensor processing. Photonics Res., 11, 1125(2023).

    [29] A. W. Snyder, A. W. Snyder. Optical Waveguide Theory(1983).

    [30] D. A. B. Miller. All linear optical devices are mode converters. Opt. Express, 20, 23985-23993(2012).

    [31] D. Jalas et al. What is-and what is not-an optical isolator. Nat. Photonics, 7, 579-582(2013).

    [32] B. Li, Y. Hou, W. Che. Data augmentation approaches in natural language processing: a survey. AI Open, 3, 71-90(2022).

    [33] W. Liu et al. C-DONN: compact diffractive optical neural network with deep learning regression. Opt. Express, 31, 22127-22143(2023).

    [34] J. Feldmann et al. Parallel convolutional processing using an integrated photonic tensor core. Nature, 589, 52-58(2021).

    [35] C. Wu et al. Programmable phase-change metasurfaces on waveguides for multimode photonic convolutional neural network. Nat. Commun., 12, 96(2021).

    [36] Y. Liu et al. Arbitrarily routed mode-division multiplexed photonic circuits for dense integration. Nat. Commun., 10, 3263(2019).

    [37] Y. Meng et al. Optical meta-waveguides for integrated photonics and beyond. Light Sci. Appl., 10, 235(2021).

    [38] D. Dai et al. 10-channel mode (de)multiplexer with dual polarizations. Laser Photonics Rev., 12, 1700109(2018).

    [39] M. E. Marhic. Hierarchic and combinatorial star couplers. Opt. Lett., 9, 368-370(1984).

    [40] T. W. Hughes et al. Adjoint method and inverse design for nonlinear nanophotonic devices. ACS Photonics, 5, 4781-4787(2018).

    [41] C. Li, D. Liu, D. Dai. Multimode silicon photonics. Nanophotonics, 8, 227-247(2019).

    [42] Z. Zheng et al. Dual adaptive training of photonic neural networks. Nat. Mach. Intell., 5, 1119-1129(2023).

    Run Sun, Tingzhao Fu, Yuyao Huang, Wencan Liu, Zhenmin Du, Hongwei Chen. Multimode diffractive optical neural network[J]. Advanced Photonics Nexus, 2024, 3(2): 026007
    Download Citation