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

CORC > 西安光学精密机械研究所 > 中国科学院西安光学精密机械研究所 > 瞬态光学技术国家重点实验室

	Photonic convolutional accelerator and neural network in the Tera-OPs regime based on soliton crystal Kerr microcombs
	Tan, M.7; Xu, X.6; Wu, J.7; Boes, A.5; Corcoran, B.6; Nguyen, T.5; Chu, S.T.4; Little, B.E.3; Morandotti, R.2; Lowery, A.J.6
	2021
会议日期	2021-07-26
会议地点	Virtual, Online, United states
英文摘要	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.
产权排序	5
会议录	Signal Processing in Photonic Communications, SPPCom 2021
会议录出版者	The Optical Society
语种	英语
ISBN号	9781557528209
内容类型	会议论文
源URL	[http://ir.opt.ac.cn/handle/181661/95594]
专题	西安光学精密机械研究所_瞬态光学技术国家重点实验室
作者单位	1.Walter and Eliza Hall Institute of Medical Research, Bioinformatics Division, Parkville; VIC; 3052, Australia 2.INRS-Énergie, Matériaux et Télécommunications, 1650 Boulevard Lionel-Boulet, Varennes; QC; J3X 1S2, Canada; 3.Xi'an Institute of Optics and Precision Mechanics Precision Mechanics of Cas, Xi'an, China; 4.Department of Physics and Material Science, City University of Hong Kong, Tat Chee Avenue, Hong Kong; 5.School of Engineering, Rmit University, Melbourne; VIC; 3001, Australia; 6.Dept. of Electrical and Computer Systems Engineering, Monash University, Clayton; VIC; 3800, Australia; 7.Optical Sciences Centre, Swinburne University of Technology, Hawthorn; VIC; 3122, 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]. 见:. Virtual, Online, United states. 2021-07-26.