Year
Month
(Peer-Reviewed) A small microring array that performs large complex-valued matrix-vector multiplication
Junwei Cheng 成骏伟 ¹, Yuhe Zhao 赵雨赫 ¹, Wenkai Zhang ¹, Hailong Zhou 周海龙 ¹ ² ³, Dongmei Huang 黄冬梅 ³ ⁴, Qing Zhu ⁵, Yuhao Guo 郭宇昊 ⁵, Bo Xu ⁵, Jianji Dong 董建绩 ¹, Xinliang Zhang 张新亮 ¹
¹ Wuhan National Laboratory for Optoelectronics, School of Optical and Electronic Information, Huazhong University of Science and Technology, Wuhan 430074, China
中国 武汉 华中科技大学光学与电子信息学院 武汉光电国家实验室
² Photonics Research Centre, Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hong Kong 999077, China
中国 香港 香港理工大学 电子及资讯工程学系 光子技术研究院
³ The Hong Kong Polytechnic University Shenzhen Research Institute, Shenzhen 518057, China
中国 深圳 香港理工大学深圳研究院
⁴ Photonics Research Centre, Department of Electrical Engineering, The Hong Kong Polytechnic University, Hong Kong 999077, China
中国 香港 香港理工大学 电机工程学系 光子技术研究院
⁵ Institute of Strategic Research, Huawei Technologies, Shenzhen 518129, China
中国 深圳 华为战略研究院
Abstract

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.
A small microring array that performs large complex-valued matrix-vector multiplication_1
A small microring array that performs large complex-valued matrix-vector multiplication_2
A small microring array that performs large complex-valued matrix-vector multiplication_3
A small microring array that performs large complex-valued matrix-vector multiplication_4
  • Soliton microcombs in optical microresonators with perfect spectral envelopes
  • Mulong Liu, Ziqi Wei, Haotong Zhu, Hongwei Wang, Xiao Yu, Xilin Han, Wei Zhao, Guangwei Hu, Peng Xie
  • Opto-Electronic Advances
  • 2025-03-12
  • Terahertz active multi-channel vortices with parity symmetry breaking and near/far field multiplexing based on a dielectric-liquid crystal-plasmonic metadevice
  • Yiming Wang, Fei Fan, Huijun Zhao, Yunyun Ji, Jing Liu, Shengjiang Chang
  • Opto-Electronic Advances
  • 2025-03-06
  • Spin-dependent amplitude and phase modulation with multifold interferences via single-layer diatomic all-silicon metasurfaces
  • Hui Li, Chenhui Zhao, Jie Li, Hang Xu, Wenhui Xu, Qi Tan, Chunyu Song, Yun Shen, Jianquan Yao
  • Opto-Electronic Science
  • 2025-02-19
  • Highly sensitive laser spectroscopy sensing based on a novel four-prong quartz tuning fork
  • Runqiu Wang, Shunda Qiao, Ying He, Yufei Ma
  • Opto-Electronic Advances
  • 2025-01-22
  • A novel approach towards robust construction of physical colors on lithium niobate crystal
  • Quanxin Yang, Menghan Yu, Zhixiang Chen, Siwen Ai, Ulrich Kentsch, Shengqiang Zhou, Yuechen Jia, Feng Chen, Hongliang Liu
  • Opto-Electronic Advances
  • 2025-01-22
  • Multi-photon neuron embedded bionic skin for high-precision complex texture and object reconstruction perception research
  • Hongyu Zhou, Chao Zhang, Hengchang Nong, Junjie Weng, Dongying Wang, Yang Yu, Jianfa Zhang, Chaofan Zhang, Jinran Yu, Zhaojian Zhang, Huan Chen, Zhenrong Zhang, Junbo Yang
  • Opto-Electronic Advances
  • 2025-01-22
  • Single-beam optical trap-based surface-enhanced raman scattering optofluidic molecular fingerprint spectroscopy detection system
  • Ning Sun, Yuan Gan, Yujie Wu, Xing Wang, Shen Shen, Yong Zhu, Jie Zhang
  • Opto-Electronic Advances
  • 2025-01-22
  • High-frequency enhanced ultrafast compressed active photography
  • Yizhao Meng, Yu Lu, Pengfei Zhang, Yi Liu, Fei Yin, Lin Kai, Qing Yang, Feng Chen
  • Opto-Electronic Advances
  • 2025-01-15
  • Efficient generation of vectorial terahertz beams using surface-wave excited metasurfaces
  • Zhuo Wang, Weikang Pan, Yu He, Zhiyan Zhu, Xiangyu Jin, Muhan Liu, Shaojie Ma, Qiong He, Shulin Sun, Lei Zhou
  • Opto-Electronic Science
  • 2025-01-15
  • High-efficiency RGB achromatic liquid crystal diffractive optical elements
  • Yuqiang Ding, Xiaojin Huang, Yongziyan Ma, Yan Li, Shin-Tson Wu
  • Opto-Electronic Advances
  • 2025-01-07
  • On-chip light control of semiconductor optoelectronic devices using integrated metasurfaces
  • Cheng-Long Zheng, Pei-Nan Ni, Yi-Yang Xie, Patrice Genevet
  • Opto-Electronic Advances
  • 2025-01-07
  • Ferroelectric domain engineering of lithium niobate
  • Jackson J. Chakkoria, Aditya Dubey, Arnan Mitchell, Andreas Boes
  • Opto-Electronic Advances
  • 2025-01-03



  • Highly sensitive and miniature microfiber-based ultrasound sensor for photoacoustic tomography                                Time resolved studies reveal the origin of the unparalleled high efficiency of one nanosecond laser ablation in liquids
    About
    |
    Contact
    |
    Copyright © PubCard