Neuro-MMI: A hybrid photonic-electronic machine learning platform

被引:0
|
作者
Soures, Nicholas [1 ]
Steidle, Jeffrey [1 ]
Preble, Stefan [1 ]
Kudithipudi, Dhireesha [1 ]
机构
[1] Rochester Inst Technol, Rochester, NY 14623 USA
关键词
Photonics; MMI; Neuromorphic; ELM;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We demonstrate a hybrid electronic-photonic feedforward neural network which exploits interference patterns in a Multimode Interference coupler (neuro-MMI). The proposed neuro-MMIs accuracy is statistically equivalent to state-of-the-art networks. Neuro-MMI serves as a blueprint for a class of high-performance neuromorphic networks that can solve cognitive tasks.
引用
收藏
页码:187 / 188
页数:2
相关论文
共 50 条
  • [21] Metasurface on integrated photonic platform: from mode converters to machine learning
    Wang, Zi
    Xiao, Yahui
    Liao, Kun
    Li, Tiantian
    Song, Hao
    Chen, Haoshuo
    Uddin, S. M. Zia
    Mao, Dun
    Wang, Feifan
    Zhou, Zhiping
    Yuan, Bo
    Jiang, Wei
    Fontaine, Nicolas K.
    Agrawal, Amit
    Willner, Alan E.
    Hu, Xiaoyong
    Gu, Tingyi
    NANOPHOTONICS, 2022, 11 (16) : 3531 - 3546
  • [22] Single-longitudinal-mode, narrow-linewidth oscillation from a high-Q photonic-electronic hybrid cavity
    Zhang, Ziping
    Dai, Yitang
    Yin, Feifei
    Ou, Pan
    Zhou, Yue
    Li, Jianqiang
    Xu, Kun
    CHINESE OPTICS LETTERS, 2017, 15 (01)
  • [23] Thermal modeling of hybrid three-dimensional integrated, ring-based silicon photonic-electronic transceivers ( vol 4 , 011004 , 2023)
    Coenen, David
    Kim, Minkyu
    Oprins, Herman
    Ban, Yoojin
    Velenis, Dimitrios
    Van Campenhout, Joris
    De Wolf, Ingrid
    JOURNAL OF OPTICAL MICROSYSTEMS, 2024, 4 (01):
  • [24] A Hybrid GPU-FPGA-based Computing Platform for Machine Learning
    Liu, Xu
    Ounifi, Hibat Allah
    Gherbi, Abdelouahed
    Lemieux, Yves
    Li, Wubin
    9TH INTERNATIONAL CONFERENCE ON EMERGING UBIQUITOUS SYSTEMS AND PERVASIVE NETWORKS (EUSPN-2018) / 8TH INTERNATIONAL CONFERENCE ON CURRENT AND FUTURE TRENDS OF INFORMATION AND COMMUNICATION TECHNOLOGIES IN HEALTHCARE (ICTH-2018), 2018, 141 : 104 - 111
  • [25] Analysis and codesign of electronic–photonic integrated circuit hardware accelerator for machine learning application
    A. Mosses
    P. M. Joe Prathap
    Journal of Computational Electronics, 2024, 23 : 94 - 107
  • [26] A Hybrid Rule and Machine Learning Based Generic Alerting Platform for Smart Environments
    Rafferty, Joseph
    Synnott, Jonathan
    Nugent, Chris
    2016 38TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2016, : 5405 - 5408
  • [27] Analysis and codesign of electronic-photonic integrated circuit hardware accelerator for machine learning application
    Mosses, A.
    Prathap, P. M. Joe
    JOURNAL OF COMPUTATIONAL ELECTRONICS, 2024, 23 (01) : 94 - 107
  • [28] A Hybrid Machine Learning Method for Cross-Platform Performance Prediction of Parallel Applications
    Mandavi, Kaveh
    53RD INTERNATIONAL CONFERENCE ON PARALLEL PROCESSING, ICPP 2024, 2024, : 669 - 678
  • [29] Hybrid Neuro-Genetic Machine Learning Models for the Engineering of Ring-spun Cotton Yarns
    Majumdar, Abhijit
    Jindal, Aman
    Arora, Sanchi
    Bajya, Mukesh
    JOURNAL OF NATURAL FIBERS, 2022, 19 (16) : 15164 - 15175
  • [30] Using hybrid machine learning for predicting the California bearing ratio based on adaptive neuro-fuzzy inference system
    Wang, Hui
    MULTISCALE AND MULTIDISCIPLINARY MODELING EXPERIMENTS AND DESIGN, 2024, 7 (02) : 1237 - 1252