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Parallel photonic acceleration processor for matrix-matrix multiplication

delete2023-06-09
delete4
PRE
AI
黄
黄英 (Ying Sophie Huang)
H
Hengsong Yue
马
马威 (Wei Ma)
Y
Yiyuan Zhang
Y
Yao Xiao
Y
Yong Tang
H
He Tang
储
储涛 (Tao Chu) *
DOI:10.1364/OL.488464delete
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摘要

摘要

En 中文
We propose and experimentally demonstrate a highly par-allel photonic acceleration processor based on a wave-length division multiplexing (WDM) system and a non -coherent Mach-Zehnder interferometer (MZI) array for matrix-matrix multiplication. The dimensional expansion is achieved by WDM devices, which play a crucial role in realizing matrix-matrix multiplication together with the broadband characteristics of an MZI. We implemented a 2 x 2 arbitrary nonnegative valued matrix using a reconfig-urable 8 x 8 MZI array structure. Through experimentation, we verified that this structure could achieve 90.5% infer-ence accuracy in a classification task for the Modified National Institute of Standards and Technology (MNIST) handwritten dataset. This provides a new effective solution for large-scale integrated optical computing systems based on convolution acceleration processors.& COPY; 2023 Optica Pub-lishing Group
Keyword:
CHIP
NETWORKS
DESIGN

期刊

Optics Letters 封面图
Optics Letters
IF:
3.3
论文数:
4.0W
被引数:
7.6W

机构

Z
zhejiang university
学者数:
17.7W
论文数: 12.1W
被引数: 152
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