中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Photonic perceptron based on a Kerr microcomb for high-speed, scalable, optical neural networks

文献类型:会议论文

作者Xu, Xingyuan6,7; Tan, Mengxi7; Wu, Jiayang7; Boes, Andreas5; Corcoran, Bill6; Nguyen, Thach G.5; Chu, Sai T.4; Little, Brent E.3; Morandotti, Roberto2; Mitchell, Arnan5
出版日期2020
会议日期2020-11-24
会议地点ELECTR NETWORK
页码220-224
英文摘要

Optical artificial neural networks (ONNs) have significant potential for ultra-high computing speed and energy efficiency. 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, demonstrating the building block of the ONN - a single neuron perceptron - by mapping synapses onto 49 wavelengths to achieve a single-unit throughput of 11.9 Giga-OPS at 8 bits per OP, or 95.2 Gbps. We test the perceptron on handwritten-digit recognition and cancer-cell detection - achieving over 90% and 85% accuracy, respectively. By scaling the perceptron to a deep learning network using off-the-shelf telecom technology we can achieve high throughput operation for matrix multiplication for real-time massive data processing.

产权排序5
会议录2020 INTERNATIONAL TOPICAL MEETING ON MICROWAVE PHOTONICS (MWP 2020)
会议录出版者IEEE
语种英语
ISBN号978-4-88552-331-1
WOS记录号WOS:000654229200058
源URL[http://ir.opt.ac.cn/handle/181661/94923]  
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
通讯作者Xu, Xingyuan
作者单位1.Walter & Eliza Hall Inst Med Res, Bioinformat Div, Parkville, Vic 3052, Australia
2.INRS Energie Mat & Telecommun, 1650 Blvd Lionel Boulet, Varennes, PQ J3X 1S2, Canada
3.Chinese Acad Sci, Xian Inst Opt & Precis Mech Precis Mech, Xian, Peoples R China
4.City Univ Hong Kong, Dept Phys & Mat Sci, Tat Chee Ave, Hong Kong, Peoples R China
5.RMIT Univ, Sch Engn, Melbourne, Vic 3001, Australia
6.Monash Univ, Dept Elect & Comp Syst Engn, Clayton, Vic 3800, Australia
7.Swinburne Univ Technol, Opt Sci Ctr, Hawthorn, Vic 3122, Australia
推荐引用方式
GB/T 7714
Xu, Xingyuan,Tan, Mengxi,Wu, Jiayang,et al. Photonic perceptron based on a Kerr microcomb for high-speed, scalable, optical neural networks[C]. 见:. ELECTR NETWORK. 2020-11-24.

入库方式: OAI收割

来源:西安光学精密机械研究所

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