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Optical Neuromorphic Processor at 11 TeraOPs/s based on Kerr Soliton Crystal Micro-combs
Tan, Mengxi1; Xu, Xingyuan2; Wu, Jiayang1; Boes, Andreas3; Corcoran, Bill2; Nguyen, Thach G.3; Chu, Sai T.4; Little, Brent E.5; Hicks, Damien G.1,6; Morandotti, Roberto7; Mitchell, Arnan3; Moss, David J.1
2022
会议名称2022 Optical Fiber Communications Conference and Exhibition, OFC 2022
会议录名称2022 Optical Fiber Communications Conference and Exhibition, OFC 2022 - Proceedings
会议日期2022-03-06
会议地点San Diego, CA, United states
出版者Institute of Electrical and Electronics Engineers Inc.
产权排序5
摘要

We demonstrate a universal optical vector convolutional accelerator operating at 11 Tera-OPS, generating convolutions of images of 250,000 pixels with 8-bit resolution for 10 kernels simultaneously. We use the same hardware to form a deep optical CNN with ten output neurons, achieving successful recognition of full 10 digits with 88% accuracy. Our approach is scalable and trainable for applications to unmanned vehicle and real-time video recognition. © 2022 OSA.

作者部门瞬态光学研究室
收录类别EI ; CPCI
ISBN号9781557524669
语种英语
WOS记录号WOS:000828152500064
EI入藏号20221812050726
引用统计
文献类型会议论文
条目标识符http://ir.opt.ac.cn/handle/181661/95871
专题瞬态光学研究室
通讯作者Moss, David J.
作者单位1.Swinburne University of Technology, Optical Sciences Centre, Hawthorn; VIC, Australia;
2.Monash University, Department of Electrical and Computer Systems Engineering, Clayton; VIC, Australia;
3.Rmit University, School of Engineering, Melbourne; VIC, Australia;
4.City University of Hong Kong, Department of Physics, Hong Kong, Hong Kong;
5.Xi'an Institute of Optics and Precision Mechanics Precision Mechanics of Cas, Xi'an, China;
6.Bioinformatics Division, Walter and Eliza Hall Institute of Medical Research, Parkville; VIC, Australia;
7.Matériaux et Télécommunications, INRS-Énergie, Varennes; QC, Canada
推荐引用方式
GB/T 7714
Tan, Mengxi,Xu, Xingyuan,Wu, Jiayang,et al. Optical Neuromorphic Processor at 11 TeraOPs/s based on Kerr Soliton Crystal Micro-combs[C]:Institute of Electrical and Electronics Engineers Inc.,2022.
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