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)
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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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