Optical neuromorphic processing based on 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

	Optical neuromorphic processing based on Kerr microcombs
	Xu, X.7,8; Tan, M.8; Wu, J.8; Boes, A.6; Corcoran, B.7; Nguyen, T.6; Chu, S.T.5; Little, B.E.4; Morandotti, R.2,3; Mitchell, A.6
	2021
会议日期	2021-05-09
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.
产权排序	5
会议录	CLEO: Science and Innovations, CLEO:S and I 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/181661/95575]
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.Bioinformatics Division, Walter and Eliza Hall Institute of Medical Research, Parkville; VIC; 3052, Australia 2.Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology, Chengdu, China 3.INRS-Énergie, Matériaux et Télécommunications, 1650 Boulevard Lionel-Boulet, Varennes; QC; J3X 1S2, Canada 4.Xi'an Institute of Optics and Precision Mechanics Precision Mechanics of CAS, Xi'an, China 5.Department of Physics and Material Science, City University of Hong Kong, Tat Chee Avenue, Hong Kong 6.School of Engineering, RMIT University, Melbourne; VIC; 3001, Australia 7.Dept. of Electrical and Computer Systems Engineering, Monash University, Clayton; VIC; 3800, Australia 8.Optical Sciences Centre, Swinburne University of Technology, Hawthorn; VIC; 3122, Australia
推荐引用方式 GB/T 7714	Xu, X.,Tan, M.,Wu, J.,et al. Optical neuromorphic processing based on Kerr microcombs[C]. 见:. Virtual, Online, United states. 2021-05-09.