Tera-OP/s neuromorphic processing with Kerr microcombs

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

doi:10.1364/PSC.2021.Tu5B.1

Tera-OP/s neuromorphic processing with Kerr microcombs

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

Electrical and Computer Systems Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Other

Abstract

We report optical neuromorphic processors based on Kerr micro-combs that are programmable, scalable and ultra-high speed. We demonstrate a perceptron at 11.9Giga-OPS at 8 bits, or 95.2 Gbps, and a convolutional accelerator at 11TeraOPs/s.

Original language	English
Title of host publication	Photonics in Switching and Computing, PSC 2021
Publisher	Optical Society of America (OSA)
Number of pages	2
ISBN (Electronic)	9781557528209
DOIs	https://doi.org/10.1364/PSC.2021.Tu5B.1
Publication status	Published - 2021
Event	Photonics in Switching and Computing 2021 - Online, United States of America Duration: 27 Sept 2021 → 29 Sept 2021 https://opg.optica.org/conference.cfm?meetingid=198&yr=2021#Tu5B (Proceedings)

Publication series

Name	Optics InfoBase Conference Papers

Conference

Conference	Photonics in Switching and Computing 2021
Abbreviated title	PSC 2021
Country/Territory	United States of America
Period	27/09/21 → 29/09/21
Internet address	https://opg.optica.org/conference.cfm?meetingid=198&yr=2021#Tu5B (Proceedings)

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10.1364/PSC.2021.Tu5B.1

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Tan, M., Xu, X., Wu, J., Boes, A., Corcoran, B., Nguyen, T., Chu, S. T., Little, B. E., Morandotti, R., Hicks, D. G., Mitchell, A., & Moss, D. J. (2021). Tera-OP/s neuromorphic processing with Kerr microcombs. In Photonics in Switching and Computing, PSC 2021 [Tu5B.1] (Optics InfoBase Conference Papers). Optical Society of America (OSA). https://doi.org/10.1364/PSC.2021.Tu5B.1

@inproceedings{27e19c1baa444284adb024d7e37ca3f0,

title = "Tera-OP/s neuromorphic processing with Kerr microcombs",

abstract = "We report optical neuromorphic processors based on Kerr micro-combs that are programmable, scalable and ultra-high speed. We demonstrate a perceptron at 11.9Giga-OPS at 8 bits, or 95.2 Gbps, and a convolutional accelerator at 11TeraOPs/s. ",

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 Hicks, {D. G.} and A. Mitchell and Moss, {David J.}",

note = "Publisher Copyright: {\textcopyright}2021 The Author (s).; Photonics in Switching and Computing 2021, PSC 2021 ; Conference date: 27-09-2021 Through 29-09-2021",

year = "2021",

doi = "10.1364/PSC.2021.Tu5B.1",

language = "English",

series = "Optics InfoBase Conference Papers",

publisher = "Optical Society of America (OSA)",

booktitle = "Photonics in Switching and Computing, PSC 2021",

url = "https://opg.optica.org/conference.cfm?meetingid=198&yr=2021#Tu5B",

}

Tan, M, Xu, X, Wu, J, Boes, A, Corcoran, B, Nguyen, T, Chu, ST, Little, BE, Morandotti, R, Hicks, DG, Mitchell, A & Moss, DJ 2021, Tera-OP/s neuromorphic processing with Kerr microcombs. in Photonics in Switching and Computing, PSC 2021., Tu5B.1, Optics InfoBase Conference Papers, Optical Society of America (OSA), Photonics in Switching and Computing 2021, United States of America, 27/09/21. https://doi.org/10.1364/PSC.2021.Tu5B.1

TY - GEN

T1 - Tera-OP/s neuromorphic processing with 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 - Hicks, D. G.

AU - Mitchell, A.

AU - Moss, David J.

PY - 2021

Y1 - 2021

N2 - We report optical neuromorphic processors based on Kerr micro-combs that are programmable, scalable and ultra-high speed. We demonstrate a perceptron at 11.9Giga-OPS at 8 bits, or 95.2 Gbps, and a convolutional accelerator at 11TeraOPs/s.

AB - We report optical neuromorphic processors based on Kerr micro-combs that are programmable, scalable and ultra-high speed. We demonstrate a perceptron at 11.9Giga-OPS at 8 bits, or 95.2 Gbps, and a convolutional accelerator at 11TeraOPs/s.

UR - http://www.scopus.com/inward/record.url?scp=85120550280&partnerID=8YFLogxK

U2 - 10.1364/PSC.2021.Tu5B.1

DO - 10.1364/PSC.2021.Tu5B.1

M3 - Conference Paper

AN - SCOPUS:85120550280

T3 - Optics InfoBase Conference Papers

BT - Photonics in Switching and Computing, PSC 2021

PB - Optical Society of America (OSA)

T2 - Photonics in Switching and Computing 2021

Y2 - 27 September 2021 through 29 September 2021

ER -

Tera-OP/s neuromorphic processing with Kerr microcombs

Abstract

Publication series

Conference

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Neuromorphic processing at 11 Tera-OPs with soliton crystal Kerr microcombs

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