首站-论文投稿智能助手
典型文献
A small microring array that performs large complex-valued matrix-vector multiplication
文献摘要:
As an important computing operation,photonic matrix-vector multiplication is widely used in photonic neutral networks and signal processing.However,conventional incoherent matrix-vector multiplication focuses on real-valued operations,which cannot work well in complex-valued neural networks and discrete Fourier transform.In this paper,we propose a systematic solution to extend the matrix computation of microring arrays from the real-valued field to the complex-valued field,and from small-scale(i.e.,4×4)to large-scale matrix computation(i.e.,16×16).Combining matrix decomposition and matrix partition,our photonic complex matrix-vector multiplier chip can support arbitrary large-scale and complex-valued matrix computation.We further demonstrate Walsh-Hardmard transform,discrete cosine transform,discrete Fourier transform,and image convolutional processing.Our scheme provides a path towards breaking the limits of complex-valued computing accelerator in conventional incoherent optical architecture.More importantly,our results reveal that an integrated photonic platform is of huge potential for large-scale,complex-valued,artificial intelligence computing and signal processing.
文献关键词:
作者姓名:
Junwei Cheng;Yuhe Zhao;Wenkai Zhang;Hailong Zhou;Dongmei Huang;Qing Zhu;Yuhao Guo;Bo Xu;Jianji Dong;Xinliang Zhang
作者机构:
Wuhan National Laboratory for Optoelectronics,School of Optical and Electronic Information,Huazhong University of Science and Technology,Wuhan 430074,China;Photonics Research Centre,Department of Electronic and Information Engineering,The Hong Kong Polytechnic University,Hong Kong 999077,China;The Hong Kong Polytechnic University Shenzhen Research Institute,Shenzhen 518057,China;Photonics Research Centre,Department of Electrical Engineering,The Hong Kong Polytechnic University,Hong Kong 999077,China;Institute of Strategic Research,Huawei Technologies,Shenzhen 518129,China
引用格式:
[1]Junwei Cheng;Yuhe Zhao;Wenkai Zhang;Hailong Zhou;Dongmei Huang;Qing Zhu;Yuhao Guo;Bo Xu;Jianji Dong;Xinliang Zhang-.A small microring array that performs large complex-valued matrix-vector multiplication)[J].光电子前沿(英文版),2022(02):1-15
A类:
Hardmard
B类:
small,microring,that,performs,large,complex,valued,matrix,vector,multiplication,computing,photonic,widely,used,neutral,networks,signal,processing,However,conventional,incoherent,focuses,real,operations,which,cannot,well,neural,discrete,Fourier,transform,In,this,paper,propose,systematic,solution,extend,computation,arrays,from,field,scale,Combining,decomposition,partition,multiplier,chip,support,arbitrary,We,further,demonstrate,Walsh,cosine,image,convolutional,Our,scheme,provides,path,towards,breaking,limits,accelerator,optical,architecture,More,importantly,results,reveal,integrated,platform,huge,potential,artificial,intelligence
AB值:
0.496209
相似文献
Photonic synapses with ultralow energy consumption for artificial visual perception and brain storage
Caihong Li;Wen Du;Yixuan Huang;Jihua Zou;Lingzhi Luo;Song Sun;Alexander O.Govorov;Jiang Wu;Hongxing Xu;Zhiming Wang-Institute of Fundamental and Frontier Sciences,University of Electronic Science and Technology of China,Chengdu 610054,China;Microsystem and Terahertz Research Center,China Academy of Engineering Physics,Chengdu 610200,China;Institute of Electronic Engineering,China Academy of Engineering Physics,Mianyang 621999,China;Department of Physics and Astronomy,Ohio University,Athens,Ohio 45701,United States;State Key Laboratory of Electronic Thin Films and Integrated Devices,University of Electronic Science and Technology of China,Chengdu 610065,China;School of Physics and Technology,Wuhan University,Wuhan 430072,China
Photonic matrix multiplication lights up photonic accelerator and beyond
Hailong Zhou;Jianji Dong;Junwei Cheng;Wenchan Dong;Chaoran Huang;Yichen Shen;Qiming Zhang;Min Gu;Chao Qian;Hongsheng Chen;Zhichao Ruan;Xinliang Zhang-Wuhan National Laboratory for Optoelectronics,Huazhong University of Science and Technology,Wuhan 430074,China;Department of Electronic Engineering,The Chinese University of Hong Kong,Shatin,Hong Kong,China;Lightelligence,Hangzhou 311121,China;Institute of Photonic Chips,University of Shanghai for Science and Technology,Shanghai 200093,China;Centre for Artificial-Intelligence Nanophotonics,School of Optical-Electrical and Computer Engineering,University of Shanghai for Science and Technology,Shanghai 200093,China;Interdisciplinary Center for Quantum Information,State Key Laboratory of Modern Optical Instrumentation,ZJU-Hangzhou Global Scientific and Technological Innovation Center,ZJU-UIUC Institute,Zhejiang University,Hangzhou 310027,China;Interdisciplinary Center of Quantum Information,State Key Laboratory of Modern Optical Instrumentation,and Zhejiang Province Key Laboratory of Quantum Technology and Device,Department of Physics,Zhejiang University,Hangzhou 310027,China
Ordered mesoporous carbon spheres assisted Ru nanoclusters/RuO2 with redistribution of charge density for efficient CO2 methanation in a novel H2/CO2 fuel cell
Yan Liu;Tao Zhang;Chao Deng;Shixiu Cao;Xin Dai;Shengwu Guo;Yuanzhen Chen;Qiang Tan;Haiyan Zhu;Sheng Zhang;Yongning Liu-State Key Laboratory for Mechanical Behavior of Materials,Xi'an Jiaotong University,Xi'an 710049,Shaanxi,China;Department of Chemical and Biochemical Engineering,Rutgers,The State University of New Jersey,Piscataway 08854,New Jersey,United States;Chongqing University Key Laboratory of Micro/Nano Materials Engineering and Technology,Chongqing University of Arts and Sciences,Chongqing 402160,China;Institute of Modern Physics,Northwest University,Shaanxi Key Laboratory for Theoretical Physics Frontiers,Xi'an 710069,Shaanxi,China;Key Laboratory for Green Chemical Technology of Ministry of Education,School of Chemical Engineering and Technology,Tianjin University,Tianjin 300072,China
机标中图分类号,由域田数据科技根据网络公开资料自动分析生成,仅供学习研究参考。