Optical neuromorphic processing based on Kerr microcombs
文献类型：会议论文
| 作者 | 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 |
| 出版日期 | 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 |
| 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. |
入库方式： OAI收割
来源：西安光学精密机械研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。