Acta Optica Sinica, Volume. 43, Issue 4, 0415001(2023)

Photonic Convolutional Neural Network Accelerator Assisted by Phase Change Material

Pengxing Guo1,2、affaff, Zhiyuan Liu1,2、affaff, Weigang Hou1,2、aff*, and Lei Guo1,2、affaff
Author Affiliations
  • 1School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China
  • 2Institute of Intelligent Communication and Network Security, Chongqing University of Posts and Telecommunications, Chongqing 400065, China
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    Figures & Tables(11)
    Structural diagram of Add-Drop MRR and "broadcast and weighting" structure. (a) "Broadcast and weighting" structure; (b) electro-optic (EO) modulation MRR; (c) schematic diagram of EO-modulation optical waveguide structure
    Schematic diagram of structure and cross-section of GST-based MRR. (a) Schematic diagram of structure; (b) schematic diagram of cross-section
    GST-MRR performance diagram. (a) Transmission curve of Drop port; (b) transmission curve of Through port; (c) field intensity distribution in completely amorphous state; (d) field intensity distribution at 50% crystallization degree; (e) transmission curves of two ports; (f) Td-Tp curve
    NVSP structure for executing MVM
    On-chip structure of optical CNN accelerator and structure of CNN. (a) On-chip structure of optical CNN accelerator; (b) structure of CNN
    Schematic diagrams of waveforms for 4×4 optical MVM with 10 Gb/s and 20 Gb/s modulation rates. (a) Waveform of input pulse 1; (b) waveform of input pulse 2; (c) waveform of input pulse 3; (d) waveform of input pulse 4; (e) output convolution pulse at 10 Gb/s; (f) output convolution pulse at 20 Gb/s
    Comparison of computing times of different accelerators under same computing requirements
    Inference task for handwritten numbers. (a) Inference accuracy of each number; (b) output confusion matrix
    Training and interfacing processes of notMNIST dataset
    • Table 1. Comparison between DEAP and NVSP

      View table

      Table 1. Comparison between DEAP and NVSP

      StructurePower /WArea /mm2

      Speed /

      (GSa·s-1

      DEAP112.01.44725
      NVSP57.40.72725
    • Table 2. Parameters used in NVSP

      View table

      Table 2. Parameters used in NVSP

      Benchmark No.WHDMKS
      170016114322
      21121126481282
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    Pengxing Guo, Zhiyuan Liu, Weigang Hou, Lei Guo. Photonic Convolutional Neural Network Accelerator Assisted by Phase Change Material[J]. Acta Optica Sinica, 2023, 43(4): 0415001

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    Paper Information

    Category: Machine Vision

    Received: Jun. 15, 2022

    Accepted: Sep. 13, 2022

    Published Online: Feb. 16, 2023

    The Author Email: Hou Weigang (houwg@cqupt.edu.cn)

    DOI:10.3788/AOS221329

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