Parallel photonic acceleration processor for matrix–matrix multiplication

Author:

Huang Ying,Yue Hengsong,Ma WeiORCID,Zhang Yiyuan,Xiao Yao1,Tang Yong1ORCID,Tang He1,Chu TaoORCID

Affiliation:

1. University of Electronic Science and Technology of China

Abstract

We propose and experimentally demonstrate a highly parallel photonic acceleration processor based on a wavelength 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 × 2 arbitrary nonnegative valued matrix using a reconfigurable 8 × 8 MZI array structure. Through experimentation, we verified that this structure could achieve 90.5% inference 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.

Funder

National Key Research and Development Program of China

National Natural Science Foundation of China

Chongqing Science and Technology Foundation

Publisher

Optica Publishing Group

Subject

Atomic and Molecular Physics, and Optics

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