Neuromorphic processing at 11 Tera-OPs with soliton crystal Kerr microcombs
文献类型：会议论文
| 作者 | Tan, M.6; Xu, X.5; Wu, J.6; Boes, A.4; Corcoran, B.5; Nguyen, T.4; Chu, S.T.3; Little, B.E.2; Morandotti, R.1; Mitchell, A.4 |
| 出版日期 | 2021-07 |
| 会议日期 | 2021-07-19 |
| 会议地点 | Virtual, Online, Mexico |
| 卷号 | 2021-July |
| DOI | 10.1109/SUM48717.2021.9505771 |
| 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 (TOPs). We test the perceptron on handwritten-digit recognition and cancer-cell detection - achieving over 90% and 85% accuracy, respectively. © 2021 IEEE. |
| 产权排序 | 5 |
| 会议录 | 2021 IEEE Photonics Society Summer Topicals Meeting Series, SUM 2021 - Proceedings
 |
| 会议录出版者 | Institute of Electrical and Electronics Engineers Inc. |
| 语种 | 英语 |
| ISSN号 | 10994742 |
| ISBN号 | 9781665416009 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/95711]  |
| 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.INRS-Énergie, Matériaux et Télécommunications, 1650 Boulevard Lionel-Boulet, Varennes; QC; J3X 1S2, Canada 2.Xi'an Institute of Optics and Precision Mechanics Precision Mechanics of CAS, Xi'an, China 3.Department of Physics and Material Science, City University of Hong Kong, Tat Chee Avenue, Hong Kong 4.School of Engineering, RMIT University, Melbourne; VIC; 3001, Australia 5.Dept. of Electrical and Computer Systems Engineering, Monash University, Clayton; VIC; 3800, Australia 6.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. Neuromorphic processing at 11 Tera-OPs with soliton crystal Kerr microcombs[C]. 见:. Virtual, Online, Mexico. 2021-07-19. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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