Photonic convolutional accelerator and neural network in the Tera-OPs regime based on soliton crystal Kerr microcombs

M. Tan; X. Xu; J. Wu; A. Boes; B. Corcoran; T. Nguyen; S. T. Chu; B. E. Little; R. Morandotti; A. J. Lowery; A. Mitchell; D. Hicks; D. J. Moss

Photonic convolutional accelerator and neural network in the Tera-OPs regime based on soliton crystal Kerr microcombs

M. Tan
, X. Xu
, J. Wu
, A. Boes
, B. Corcoran
, T. Nguyen
, S. T. Chu
, B. E. Little
, R. Morandotti
, A. J. Lowery
, A. Mitchell
, D. Hicks
, D. J. Moss

科研成果: 期刊稿件 › 会议文章 › 同行评审

摘要

We report a new approach to ONNs based on integrated Kerr micro-combs that is programmable, highly scalable and capable of reaching ultra-high speeds. We demonstrate a single neuron perceptron at 11.9 Giga-OPS at 8 bits per OP, or 95.2 Gbps. We then demonstrate a convolutional accelerator operating beyond 11 TeraOPs/s. We test the perceptron on handwritten-digit recognition and cancer-cell detection - achieving over 90% and 85% accuracy, respectively.

源语言	英语
文章编号	SpM5C.1
期刊	Optics InfoBase Conference Papers
出版状态	已出版 - 2021
已对外发布	是
活动	Signal Processing in Photonic Communications, SPPCom 2021 - Part of OSA Advanced Photonics Congress 2021 - Virtual, Online, 美国期限: 26 7月 2021 → 29 7月 2021

联合国可持续发展目标

此成果有助于实现下列可持续发展目标：

可持续发展目标 3 良好健康与福祉

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引用此

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title = "Photonic convolutional accelerator and neural network in the Tera-OPs regime based on soliton crystal Kerr microcombs",

abstract = "We report a new approach to ONNs based on integrated Kerr micro-combs that is programmable, highly scalable and capable of reaching ultra-high speeds. We demonstrate a single neuron perceptron at 11.9 Giga-OPS at 8 bits per OP, or 95.2 Gbps. We then demonstrate a convolutional accelerator operating beyond 11 TeraOPs/s. We test the perceptron on handwritten-digit recognition and cancer-cell detection - achieving over 90\% and 85\% accuracy, respectively.",

author = "M. Tan and X. Xu and J. Wu and A. Boes and B. Corcoran and T. Nguyen and Chu, \{S. T.\} and Little, \{B. E.\} and R. Morandotti and Lowery, \{A. J.\} and A. Mitchell and D. Hicks and Moss, \{D. J.\}",

note = "Publisher Copyright: {\textcopyright} 2021 OSA - The Optical Society. All rights reserved.; Signal Processing in Photonic Communications, SPPCom 2021 - Part of OSA Advanced Photonics Congress 2021 ; Conference date: 26-07-2021 Through 29-07-2021",

year = "2021",

language = "英语",

journal = "Optics InfoBase Conference Papers",

issn = "2162-2701",

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TY - JOUR

T1 - Photonic convolutional accelerator and neural network in the Tera-OPs regime based on soliton crystal Kerr microcombs

AU - Tan, M.

AU - Xu, X.

AU - Wu, J.

AU - Boes, A.

AU - Corcoran, B.

AU - Nguyen, T.

AU - Chu, S. T.

AU - Little, B. E.

AU - Morandotti, R.

AU - Lowery, A. J.

AU - Mitchell, A.

AU - Hicks, D.

AU - Moss, D. J.

PY - 2021

Y1 - 2021

N2 - We report a new approach to ONNs based on integrated Kerr micro-combs that is programmable, highly scalable and capable of reaching ultra-high speeds. We demonstrate a single neuron perceptron at 11.9 Giga-OPS at 8 bits per OP, or 95.2 Gbps. We then demonstrate a convolutional accelerator operating beyond 11 TeraOPs/s. We test the perceptron on handwritten-digit recognition and cancer-cell detection - achieving over 90% and 85% accuracy, respectively.

AB - We report a new approach to ONNs based on integrated Kerr micro-combs that is programmable, highly scalable and capable of reaching ultra-high speeds. We demonstrate a single neuron perceptron at 11.9 Giga-OPS at 8 bits per OP, or 95.2 Gbps. We then demonstrate a convolutional accelerator operating beyond 11 TeraOPs/s. We test the perceptron on handwritten-digit recognition and cancer-cell detection - achieving over 90% and 85% accuracy, respectively.

UR - https://www.scopus.com/pages/publications/85120577884

M3 - 会议文章

AN - SCOPUS:85120577884

SN - 2162-2701

JO - Optics InfoBase Conference Papers

JF - Optics InfoBase Conference Papers

M1 - SpM5C.1

T2 - Signal Processing in Photonic Communications, SPPCom 2021 - Part of OSA Advanced Photonics Congress 2021

Y2 - 26 July 2021 through 29 July 2021

ER -

Photonic convolutional accelerator and neural network in the Tera-OPs regime based on soliton crystal Kerr microcombs

摘要

联合国可持续发展目标

其它文件与链接

指纹

引用此