Photonic convolution accelerator based on a hybrid integrated multi-wavelength laser array by photonic wire bonding for real-time image classification

被引:1
|
作者
Ma, Yuxin [1 ]
Tang, Kaifei [1 ]
Lu, Jun [1 ]
Sun, Zhenxing [1 ]
Yao, Lu [1 ]
Wang, Yujiang [1 ]
Xu, Zhenzhen [1 ]
Li, Mi [1 ]
Wang, Xin [2 ]
Xiao, Rulei [1 ]
Xin, Yu [1 ]
Liu, Jiahui [1 ]
Ji, Xiang [1 ]
Jiang, Wei [1 ]
Shi, Yuechun [1 ,3 ]
Chen, Xiangfei [1 ,4 ]
机构
[1] Nanjing Univ, Key Lab Intelligent Opt Sensing & Manipulat, Natl Lab Solid State Microstruct, Coll Engn & Appl Sci,Inst Opt Commun Engn,Minist E, Nanjing 210093, Peoples R China
[2] Chinese Acad Sci, Key Lab Optoelect Mat & Devices, Beijing 100083, Peoples R China
[3] YongJiang Lab, Ningbo 315202, Peoples R China
[4] Nanjing Univ, Nanjing Univ Tongding Joint Lab Large Scale Photon, Nanjing 210093, Peoples R China
基金
中国国家自然科学基金;
关键词
Chinese National Key Basic Research Special Fund (2018YFA0704402; 2018YFB2201801; 2018YFE0201200); National Key Research and Development Program of China (2020YFB2205800); National Natural Science Foundation of China (61975075; 61975076; 62004094); Natural Science Foundation of Jiangsu Province (BK20200334);
D O I
10.1364/OL.518837
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We propose and experimentally demonstrate a compact and efficient photonic convolution accelerator based on a hybrid integrated multi -wavelength DFB laser array by photonic wire bonding. The photonic convolution accelerator operates at 60.12 GOPS for one 3 x 3 kernel with a convolution window vertical sliding stride of 1 and generates 500 images of real-time image classification. Furthermore, real-time image classification on the MNIST database of handwritten digits with a prediction accuracy of 93.86% is achieved. This work provides a novel, to the best of our knowledge, compact hybrid integration platform to realize the optical convolutional neural networks. (c) 2024 Optica Publishing Group
引用
收藏
页码:2629 / 2632
页数:4
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