Asynchronous spiking photonic neuron for lightwave neuromorphic signal processing

被引:26
|
作者
Fok, Mable P. [1 ]
Tian, Yue [1 ]
Rosenbluth, David [2 ]
Prucnal, Paul R. [1 ]
机构
[1] Princeton Univ, Dept Elect Engn, Lightwave Commun Res Lab, Princeton, NJ 08544 USA
[2] Lockheed Martin Adv Technol Lab, Cherry Hill, NJ 08002 USA
关键词
D O I
10.1364/OL.37.003309
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We developed an asynchronous spiking photonic neuron that forms the basic building block for hybrid analog/digital lightwave neuromorphic processing. Our approach enables completely asynchronous spiking in response to input signals while maximizing the throughput relative to synchronous approaches. Asynchronous operation is achieved by generating the spike source for the photonic neuron through four-wave mixing. This hybrid analog/digital photonic neuron has an electro-absorption modulator as the temporal integration unit for analog processing, while the digital processing portion employs optical thresholding in a highly Ge-doped nonlinear loop mirror. (C) 2012 Optical Society of America
引用
收藏
页码:3309 / 3311
页数:3
相关论文
共 50 条
  • [31] Evaluation of neuron parameters on the performance of spiking neural networks and neuromorphic hardware
    Schuman, Catherine
    Das, Hritom
    Rose, Garrett S.
    Plank, James S.
    2024 IEEE COMPUTER SOCIETY ANNUAL SYMPOSIUM ON VLSI, ISVLSI, 2024, : 337 - 342
  • [32] Design Of A New Thresholder Using For Spiking Photonic Neuron
    Xu, Ming
    Zhai, MinJun
    Ni, ZhiYang
    Ji, JianHua
    2019 18TH INTERNATIONAL CONFERENCE ON OPTICAL COMMUNICATIONS AND NETWORKS (ICOCN), 2019,
  • [33] Signal reconstruction from spiking neuron models
    Wei, D
    Harris, JG
    2004 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL 5, PROCEEDINGS, 2004, : 353 - 356
  • [34] All-optics neuromorphic XOR operation with inhibitory dynamics of a single photonic spiking neuron based on a VCSEL-SA
    Xiang, Shuiying
    Ren, Zhenxing
    Zhang, Yahui
    Song, Ziwei
    Hao, Yue
    OPTICS LETTERS, 2020, 45 (05) : 1104 - 1107
  • [35] Using a Low-Power Spiking Continuous Time Neuron (SCTN) for Sound Signal Processing
    Bensimon, Moshe
    Greenberg, Shlomo
    Haiut, Moshe
    SENSORS, 2021, 21 (04) : 1 - 15
  • [36] Lightwave Signal Processing Using Tellurite Fibers
    Ohishi, Yasutake
    Qin, Guanshi
    Liao, Meisong
    Chaudhari, Chitrarekha
    Suzuki, Takenobu
    2009 14TH OPTOELECTRONICS AND COMMUNICATIONS CONFERENCE (OECC 2009), 2009, : 568 - 569
  • [37] Neuromorphic Photonics for RF Signal Processing
    Fok, Mable P.
    2019 INTERNATIONAL TOPICAL MEETING ON MICROWAVE PHOTONICS (MWP2019), 2019, : 25 - 29
  • [38] Photonic neuromorphic information processing and reservoir computing
    Lugnan, A.
    Katumba, A.
    Laporte, F.
    Freiberger, M.
    Sackesyn, S.
    Ma, C.
    Gooskens, E.
    Dambre, J.
    Bienstman, P.
    APL PHOTONICS, 2020, 5 (02)
  • [39] Neuromorphic Photonics for Intelligent Signal Processing
    Huang, Chaoran
    de Lima, Thomas Ferreira
    Tait, Alexander N.
    Marquez, Bicky A.
    Shastri, Bhavin J.
    Prucnal, Paul R.
    2021 ANNUAL CONFERENCE OF THE IEEE PHOTONICS SOCIETY (IPC), 2021,
  • [40] Neuromorphic Photonics for Digital Signal Processing
    De Marinis, L.
    Roumpos, I.
    Andriolli, N.
    Moralis-Pegios, M.
    Pleros, N.
    Contestabile, G.
    2023 IEEE PHOTONICS CONFERENCE, IPC, 2023,