Opt Lett. 2023 Jun 15;48(12):3231-3234. doi: 10.1364/OL.488464.
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.
我们提出并实验演示了一种基于波分复用(WDM)系统和非相干马赫-曾德尔干涉仪(MZI)阵列的高度并行光子加速处理器,用于矩阵-矩阵乘法。通过 WDM 器件实现了维度扩展,这些器件与 MZI 的宽带特性一起在实现矩阵-矩阵乘法方面发挥了关键作用。我们使用可重构的 8×8 MZI 阵列结构实现了 2×2 任意非负数值矩阵。通过实验,我们验证了该结构在 MNIST 手写数据集的分类任务中可以实现 90.5%的推断精度。这为基于卷积加速处理器的大规模集成光计算系统提供了一种新的有效解决方案。