arrow
Return

Photonic integrated computing engine for concurrent optical computing

delete2026-08-18
delete0
delete
OA
AI
R
Ruiqi Zheng
S
Sheng Dong
H
Huan Rao
J
Junyi Zhang
J
Jingxu Chen
C
Chencheng Zeng
Y
Yu Huang
J
Jiejun Zhang *
Jianping YAO cover
Jianping YAO (Jianping Yao) *
DOI:10.1038/s41467-026-76872-ydelete
deleteOriginal
deleteShare
deleteSave
View PDF
Abstract

Abstract

En 中文
Optical networks with parallel processing capabilities advance high-speed computing and large-scale data processing by providing ultrawide computational bandwidth. In this paper, we present a photonic integrated processor that can be segmented into multiple functional blocks, enabling compact and reconfigurable matrix operations for parallel computational tasks. Fabricated on a silicon-on-insulator platform, the processor supports reconfigurable optical matrix operations of various sizes, offering flexibility and scalability. Specifically, it performs optical convolution operations with three-channel 1×1 and 2×2 real-valued convolution kernels implemented in distinct blocks. The multichannel 1×1 convolution is experimentally validated using a deep residual U-Net for precise segmentation of pneumonia lesions in lung computed tomography images. The 2×2 convolution is validated through an optical convolution layer integrated with an electrical fully connected layer for ten-class classification of handwritten digits. The processor features high scalability and robust parallel computing capability, positioning it as a promising candidate for optical neural networks. Photonic processors can accelerate large-scale data processing but often target a single fixed task. Here, the authors demonstrate a reconfigurable photonic processor that can be partitioned into functional blocks to perform three optical convolution tasks concurrently.
AI Summary

AI Summary

Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

Nature Communications cover
Nature Communications
IF:
15.7
Papers:
9.4W
Citations:
91.2W

Organization

J
Jinan University
Scholars:
1.5K
Papers: 418
Citations: 0
Cited Papers

Cited Papers

Integrated lithium niobate microwave photonic processing engine
err2024-02-28
err0
PREAI
errHanke Feng; Tong Ge; Xiaoqing Guo; Benshan Wang; Yiwen Zhang; Zhaoxi Chen; Sha Zhu; Ke Zhang; Wenzhao Sun; Chaoran Huang; Yixuan Yuan; Cheng Wang
errShare
errSave
All-optical machine learning using diffractive deep neural networks
err2018-09-07
err0
errOAAI
errXing Lin; Yair Rivenson; Nezih T. Yardimci; Muhammed Veli; Yi Luo; Mona Jarrahi; Aydogan Ozcan
errShare
errSave
Recent advances in convolutional neural networks
err2018-05-01
err3.8K
errOAAI
errGu, Jiuxiang; Wang, Zhenhua; Kuen, Jason; Ma, Lianyang; Shahroudy, Amir; Shuai, Bing; Liu, Ting; Wang, Xingxing; Wang, Gang; Cai, Jianfei; Chen, Tsuhan
errShare
errSave
Photonic Perceptron Based on a Kerr Microcomb for High-Speed, Scalable, Optical Neural Networks
err2020-08-06
err76
errOAAI
errXu, Xingyuan; Tan, Mengxi; Corcoran, Bill; Wu, Jiayang; Nguyen, Thach G.; Boes, Andreas; Chu, Sai T.; Little, Brent E.; Morandotti, Roberto; Mitchell, Arnan; Hicks, Damien G.; Moss, David J.
errShare
errSave
ImageNet Classification with Deep Convolutional Neural Networks
err2017-05-24
err8.3W
errOAAI
errKrizhevsky, Alex; Sutskever, Ilya; Hinton, Geoffrey E.
errShare
errSave
Meta-Optics Based Parallel Convolutional Processing for Neural Network Accelerator
err2024-06-22
err2
errOAAI
errLuo, Mingcheng; Xu, Tengji; Xiao, Shuqi; Tsang, Hon Ki; Shu, Chester; Huang, Chaoran
errShare
errSave
Integrated Photonic Tensor Processing Unit for a Matrix Multiply: A Review
err2023-06-15
err26
errOAAI
errPeserico, Nicola; Shastri, Bhavin J.; Sorger, Volker J.
errShare
errSave
Parallel convolutional processing using an integrated photonic tensor core
err2021-01-06
err0
errOAAI
errJ. Feldmann; N. Youngblood; M. Karpov; H. Gehring; X. Li; M. Stappers; M. Le Gallo; X. Fu; A. Lukashchuk; A. S. Raja; J. Liu; C. D. Wright; A. Sebastian; T. J. Kippenberg; W. H. P. Pernice; H. Bhaskaran
errShare
errSave
High-integrated photonic tensor core utilizing high-dimensional lightwave and microwave multidomain multiplexing
err2025-01-03
err0
errOAAI
errMeng, Xiangyan; Shi, Nuannuan; Zhang, Guojie; Li, Junshen; Jin, Ye; Sun, Shiyou; Shen, Yichen; Li, Wei; Zhu, Ninghua; Li, Ming
errShare
errSave
researcher View more