Programmable matrix operation with reconfigurable time-wavelength plane manipulation and dispersed time delay

被引:38
作者
Huang, Yuyao [1 ]
Zhang, Wenjia [1 ]
Yang, Fan [1 ]
Du, Jiangbing [1 ]
He, Zuyuan [1 ]
机构
[1] Shanghai Jiao Tong Univ, Shanghai Inst Adv Commun & Data Sci, State Key Lab Adv Opt Commun Syst & Networks, Shanghai 200240, Peoples R China
基金
中国国家自然科学基金;
关键词
Deep learning - Reconfigurable architectures - Time delay - Time domain analysis - Timing circuits - Matrix algebra - Binary images;
D O I
10.1364/OE.27.020456
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We propose a novel optical computing architecture for massive parallel matrix manipulation based on reconfigurable time-wavelength plane manipulation and and dispersed time delay. Two linear weighting methods in either wavelength or time domain are proposed and validated. We perform the autocorrelation function of a 7-bit m-sequence with the speed at 1.18 x 10(11) multiplications and accumulations per second (MACs/s) and a multiplication of a 4 x 4 matrix and a 4 x 1 vector at 2.69 x 10(9) MACs/s. The edge extraction of 32 x 32 binary images is also realized in simulation by optical 2D convolution at 5 x 10(8) MACs/s. The proposed optical computing unit can be a key building block to process complex computing tasks with advanced deep learning algorithms and it is promising for the future photonic neural network circuits. (C) 2019 Optical Society of America under the terms of the OSA Open Access Publishing Agreement
引用
收藏
页码:20456 / 20467
页数:12
相关论文
共 31 条
[1]   High-Speed Optical Vector and Matrix Operations Using a Semiconductor Laser [J].
Brunner, Daniel ;
Cornelles Soriano, Miguel ;
Fischer, Ingo .
IEEE PHOTONICS TECHNOLOGY LETTERS, 2013, 25 (17) :1680-1683
[2]   Why future supercomputing requires optics [J].
Caulfield, H. John ;
Dolev, Shlomi .
NATURE PHOTONICS, 2010, 4 (05) :261-263
[3]   In-Plane Optical Absorption and Free Carrier Absorption in Graphene-on-Silicon Waveguides [J].
Cheng, Zhenzhou ;
Tsang, Hon Ki ;
Wang, Xiaomu ;
Xu, Ke ;
Xu, Jian-Bin .
IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS, 2014, 20 (01)
[4]   Optical frequency comb generation from a monolithic microresonator [J].
Del'Haye, P. ;
Schliesser, A. ;
Arcizet, O. ;
Wilken, T. ;
Holzwarth, R. ;
Kippenberg, T. J. .
NATURE, 2007, 450 (7173) :1214-1217
[5]   FULLY PARALLEL, HIGH-SPEED INCOHERENT OPTICAL METHOD FOR PERFORMING DISCRETE FOURIER-TRANSFORMS [J].
GOODMAN, JW ;
DIAS, AR ;
WOODY, LM .
OPTICS LETTERS, 1978, 2 (01) :1-3
[6]   Deep Neural Networks for Acoustic Modeling in Speech Recognition [J].
Hinton, Geoffrey ;
Deng, Li ;
Yu, Dong ;
Dahl, George E. ;
Mohamed, Abdel-rahman ;
Jaitly, Navdeep ;
Senior, Andrew ;
Vanhoucke, Vincent ;
Patrick Nguyen ;
Sainath, Tara N. ;
Kingsbury, Brian .
IEEE SIGNAL PROCESSING MAGAZINE, 2012, 29 (06) :82-97
[7]   Solve the Problem or Escape Responsibility? The Politics of Chinese Privatization Reform [J].
Huang, Yutao .
CHINESE POLITICAL SCIENCE REVIEW, 2019, 4 (01) :1-27
[8]   Optical arbitrary waveform processing of more than 100 spectral comb lines [J].
Jiang, Zhi ;
Huang, Chen-Bin ;
Leaird, Daniel E. ;
Weiner, Andrew M. .
NATURE PHOTONICS, 2007, 1 (08) :463-467
[9]   In-Datacenter Performance Analysis of a Tensor Processing Unit [J].
Jouppi, Norman P. ;
Young, Cliff ;
Patil, Nishant ;
Patterson, David ;
Agrawal, Gaurav ;
Bajwa, Raminder ;
Bates, Sarah ;
Bhatia, Suresh ;
Boden, Nan ;
Borchers, Al ;
Boyle, Rick ;
Cantin, Pierre-luc ;
Chao, Clifford ;
Clark, Chris ;
Coriell, Jeremy ;
Daley, Mike ;
Dau, Matt ;
Dean, Jeffrey ;
Gelb, Ben ;
Ghaemmaghami, Tara Vazir ;
Gottipati, Rajendra ;
Gulland, William ;
Hagmann, Robert ;
Ho, C. Richard ;
Hogberg, Doug ;
Hu, John ;
Hundt, Robert ;
Hurt, Dan ;
Ibarz, Julian ;
Jaffey, Aaron ;
Jaworski, Alek ;
Kaplan, Alexander ;
Khaitan, Harshit ;
Killebrew, Daniel ;
Koch, Andy ;
Kumar, Naveen ;
Lacy, Steve ;
Laudon, James ;
Law, James ;
Le, Diemthu ;
Leary, Chris ;
Liu, Zhuyuan ;
Lucke, Kyle ;
Lundin, Alan ;
MacKean, Gordon ;
Maggiore, Adriana ;
Mahony, Maire ;
Miller, Kieran ;
Nagarajan, Rahul ;
Narayanaswami, Ravi .
44TH ANNUAL INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE (ISCA 2017), 2017, :1-12
[10]   ImageNet Classification with Deep Convolutional Neural Networks [J].
Krizhevsky, Alex ;
Sutskever, Ilya ;
Hinton, Geoffrey E. .
COMMUNICATIONS OF THE ACM, 2017, 60 (06) :84-90