| Neuromorphic processing at 11 Tera-OPs with soliton crystal Kerr microcombs | |
| Tan, M.1; Xu, X.2; Wu, J.1; Boes, A.3; Corcoran, B.2; Nguyen, T.3; Chu, S.T.4; Little, B.E.5; Morandotti, R.6; Mitchell, A.3; Moss, D.J.1 | |
| 2021-07 | |
| 会议名称 | 2021 IEEE Photonics Society Summer Topicals Meeting Series, SUM 2021 |
| 会议录名称 | 2021 IEEE Photonics Society Summer Topicals Meeting Series, SUM 2021 - Proceedings |
| 卷号 | 2021-July |
| 会议日期 | 2021-07-19 |
| 会议地点 | Virtual, Online, Mexico |
| 出版者 | Institute of Electrical and Electronics Engineers Inc. |
| 产权排序 | 5 |
| 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. |
| 作者部门 | 瞬态光学研究室 |
| DOI | 10.1109/SUM48717.2021.9505771 |
| 收录类别 | EI |
| ISBN号 | 9781665416009 |
| 语种 | 英语 |
| ISSN号 | 10994742 |
| EI入藏号 | 20220711629870 |
| 引用统计 | |
| 文献类型 | 会议论文 |
| 条目标识符 | http://ir.opt.ac.cn/handle/181661/95711 |
| 专题 | 瞬态光学研究室 |
| 作者单位 | 1.Optical Sciences Centre, Swinburne University of Technology, Hawthorn; VIC; 3122, Australia 2.Dept. of Electrical and Computer Systems Engineering, Monash University, Clayton; VIC; 3800, Australia 3.School of Engineering, RMIT University, Melbourne; VIC; 3001, Australia 4.Department of Physics and Material Science, City University of Hong Kong, Tat Chee Avenue, Hong Kong 5.Xi'an Institute of Optics and Precision Mechanics Precision Mechanics of CAS, Xi'an, China 6.INRS-Énergie, Matériaux et Télécommunications, 1650 Boulevard Lionel-Boulet, Varennes; QC; J3X 1S2, Canada |
| 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]:Institute of Electrical and Electronics Engineers Inc.,2021. |
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