Shurui Li

Reducing Latency in Sensing for Optical Convolutional Neural Network

2022 · 2022 IEEE Photonics Conference (IPC)

Effects of sensing latency in optical neural networks on system energy efficiency in an optical convolutional neural network accelerator and a methodology and subsequent results for reducing latency by optimizing the data flow in electro-optical …

A Multi-Modal Modulation Recognition Method with SNR Segmentation Based on Time Domain Signals and Constellation Diagrams

2023 · Electronics

Deep-learning-based automatic modulation recognition (AMR) has recently attracted significant interest due to its high recognition accuracy and the lack of a need to manually set classification standards. However, it is extremely challenging to achieve a …

Investigating and Scale-up of Programmable On-chip Photonic Convolution Neural Networks Based on Joint Transform Correlator

2023

We design, fabricate and investigate programmable on-chip photonic convolution neural networks based on the joint transform correlator. Its scale-up prospect is also demonstrated.

Enhancing and up-scaling of integrated photonic 4F convolution neural networks

2024

Convolution neural networks (CNNs) have garnered significant attention in today's digital world due to their remarkable ability to analyze medical images, recognize speech, translate languages, and make intelligent decisions. However, the convolution operation, which plays …