Advanced Photonics, Volume. 5, Issue 1, 016004(2023)

Neuromorphic silicon photonics with 50 GHz tiled matrix multiplication for deep-learning applications

George Giamougiannis1、*, Apostolos Tsakyridis1, Miltiadis Moralis-Pegios1, George Mourgias-Alexandris1, Angelina R. Totovic1, George Dabos1, Manos Kirtas1, Nikolaos Passalis1, Anastasios Tefas1, Dimitrios Kalavrouziotis2, Dimitris Syrivelis2, Paraskevas Bakopoulos2, Elad Mentovich3, David Lazovsky4, and Nikos Pleros1
Author Affiliations
  • 1Aristotle University of Thessaloniki, Department of Informatics, Thessaloniki, Greece
  • 2NVIDIA, Athens, Greece
  • 3NVIDIA, Yokneam, Israel
  • 4Celestial AI, Santa Clara, California, United States
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    References(56)

    [2] P. R. Prucnal et al. Multiwavelength neuromorphic photonics(2019).

    [4] C. Zhang et al. Optimizing FPGA-based accelerator design for deep convolutional neural networks, 161-170(2015).

    [12] J. Yanh et al. Optically driven intelligent computing with ZnO memristor. Fundam. Res.(2022).

    [23] G. Giamougiannis et al. Silicon-integrated coherent neurons with 32GMAC/sec/axon compute line-rates using EAM-based input and weighting cells(2021).

    [24] S. Ohno et al. Si microring resonator crossbar array for on-chip inference and training of optical neural network(2021).

    [26] G. Mourgias-Alexandris et al. A silicon photonic coherent neuron with 10GMAC/sec processing line-rate, Tu5H.1(2021).

    [29] W. Zhang et al. Microring weight banks control beyond 8.5-bits accuracy(2021).

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    George Giamougiannis, Apostolos Tsakyridis, Miltiadis Moralis-Pegios, George Mourgias-Alexandris, Angelina R. Totovic, George Dabos, Manos Kirtas, Nikolaos Passalis, Anastasios Tefas, Dimitrios Kalavrouziotis, Dimitris Syrivelis, Paraskevas Bakopoulos, Elad Mentovich, David Lazovsky, Nikos Pleros, "Neuromorphic silicon photonics with 50 GHz tiled matrix multiplication for deep-learning applications," Adv. Photon. 5, 016004 (2023)

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    Paper Information

    Category: Research Articles

    Received: Sep. 30, 2022

    Accepted: Dec. 21, 2022

    Published Online: Feb. 6, 2023

    The Author Email: Giamougiannis George (giamouge@csd.auth.gr)

    DOI:10.1117/1.AP.5.1.016004

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