Photonic 4D-Convolution Tensor Core based on Micro-Ring Mesh Architecture

We propose a 4D-photonic convolution tensor core leveraged by the micro-ring mesh that enabling parallel batch processing and parallel multi-kernel computation. The equivalent computing power is up to 2.24 Tera-operations per second (TOPs) per second with over $90 \%$ recognition accuracy.