Photonic convolutional accelerator and neural network in the Tera-OPs regime based on soliton crystal Kerr microcombs
文献类型：会议论文
| 作者 | 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 |
| 出版日期 | 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 |
| 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. |
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。