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Advanced Photonics, Volume. 5, Issue 5, 050501(2023)

In-situ nonvolatile and volatile modulation for optical neural networks

Carlos A. Ríos Ocampo1,2
Author Affiliations
  • 1University of Maryland, Department of Materials Science & Engineering, College Park, Maryland, United States
  • 2University of Maryland, Institute for Research in Electronics and Applied Physics, College Park, Maryland, United States
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    [1] N. Youngblood et al. Integrated optical memristors. Nat. Photonics, 17, 561-572(2023).

    [2] C. Rios et al. Integrated all-photonic non-volatile multilevel memory. Nat. Photonics, 9, 725-732(2015).

    [3] J. Zheng et al. Nonvolatile electrically reconfigurable integrated photonic switch enabled by a silicon PIN diode heater. Adv. Materials, 32, 2001218(2020).

    [4] H. Zhang et al. Miniature multilevel optical memristive switch using phase change material. ACS Photonics, 6, 2205-2212(2019).

    [5] M. Wei et al. Electrically programmable phase-change photonic memory for optical neural networks with nanoseconds in situ training capability. Adv. Photonics, 5, 046004(2023).

    [6] W. Zhou et al. In-memory photonic dot-product engine with electrically programmable weight banks. Nat. Commun., 14, 2887(2023).

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

    [8] C. Ríos et al. Ultra-compact nonvolatile phase-shifter based on electrically reprogrammable transparent phase change materials. PhotoniX, 3, 26(2022).

    [9] N. Youngblood et al. Tunable volatility of Ge2Sb2Te5 in integrated photonics. Adv. Funct. Mater., 29, 1807571(2019). https://doi.org/10.1002/adfm.201807571

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    Carlos A. Ríos Ocampo, "In-situ nonvolatile and volatile modulation for optical neural networks," Adv. Photon. 5, 050501 (2023)

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    Paper Information

    Category: News and Commentaries

    Received: --

    Accepted: --

    Published Online: Oct. 18, 2023

    The Author Email:

    DOI:10.1117/1.AP.5.5.050501

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology