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

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	Photonic convolutional accelerator and neural network in the Tera-OPs regime based on soliton crystal Kerr microcombs
	Tan, M.1; Xu, X.2; Wu, J.1; Boes, A.3; Corcoran, B.2; Nguyen, T.3; Chu, S.T.4; Little, B.E.5; Morandotti, R.6; Lowery, A.J.2; Mitchell, A.3; Hicks, D.1,7; Moss, D.J.1
	2021
会议名称	Signal Processing in Photonic Communications, SPPCom 2021 - Part of OSA Advanced Photonics Congress 2021
会议录名称	Signal Processing in Photonic Communications, SPPCom 2021
会议日期	2021-07-26
会议地点	Virtual, Online, United states
出版者	The Optical Society
产权排序	5
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. © 2021 OSA - The Optical Society. All rights reserved.
作者部门	瞬态光学研究室
收录类别	EI
ISBN号	9781557528209
语种	英语
EI入藏号	20214911288210
文献类型	会议论文
条目标识符	http://ir.opt.ac.cn/handle/181661/95594
专题	瞬态光学研究室
作者单位	1.Optical Sciences Centre, Swinburne University of Technology, Hawthorn; VIC; 3122, Australia; 2.Dept. of Electrical and Computer Systems Engineering, Monash University, Clayton; VIC; 3800, Australia; 3.School of Engineering, Rmit University, Melbourne; VIC; 3001, Australia; 4.Department of Physics and Material Science, City University of Hong Kong, Tat Chee Avenue, Hong Kong; 5.Xi'an Institute of Optics and Precision Mechanics Precision Mechanics of Cas, Xi'an, China; 6.INRS-Énergie, Matériaux et Télécommunications, 1650 Boulevard Lionel-Boulet, Varennes; QC; J3X 1S2, Canada; 7.Walter and Eliza Hall Institute of Medical Research, Bioinformatics Division, Parkville; VIC; 3052, Australia
推荐引用方式 GB/T 7714	Tan, M.,Xu, X.,Wu, J.,et al. Photonic convolutional accelerator and neural network in the Tera-OPs regime based on soliton crystal Kerr microcombs[C]:The Optical Society,2021.

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Photonic convolution（972KB）	会议论文		限制开放	CC BY-NC-SA	请求全文