Multimode diffractive optical neural network

R Sun, T Fu, Y Huang, W Liu, Z Du… - Advanced Photonics …, 2024 - spiedigitallibrary.org
On-chip diffractive optical neural networks (DONNs) bring the advantages of parallel
processing and low energy consumption. However, an accurate representation of the optical …

C-DONN: compact diffractive optical neural network with deep learning regression

W Liu, T Fu, Y Huang, R Sun, S Yang, H Chen - Optics Express, 2023 - opg.optica.org
A new method to improve the integration level of an on-chip diffractive optical neural network
(DONN) is proposed based on a standard silicon-on-insulator (SOI) platform. The metaline …

[HTML][HTML] Photonic machine learning with on-chip diffractive optics

T Fu, Y Zang, Y Huang, Z Du, H Huang, C Hu… - Nature …, 2023 - nature.com
Abstract Machine learning technologies have been extensively applied in high-performance
information-processing fields. However, the computation rate of existing hardware is …

Analysis of diffractive optical neural networks and their integration with electronic neural networks

D Mengu, Y Luo, Y Rivenson… - IEEE Journal of Selected …, 2019 - ieeexplore.ieee.org
Optical machine learning offers advantages in terms of power efficiency, scalability, and
computation speed. Recently, an optical machine learning method based on diffractive deep …

[HTML][HTML] Partitionable High-Efficiency Multilayer Diffractive Optical Neural Network

Y Long, Z Wang, B He, T Nie, X Zhang, T Fu - Sensors, 2022 - mdpi.com
A partitionable adaptive multilayer diffractive optical neural network is constructed to
address setup issues in multilayer diffractive optical neural network systems and the difficulty …

Integrated diffractive optical neural network with space-time interleaving

T Fu, Y Huang, R Sun, H Huang, W Liu, S Yang… - Chinese Optics …, 2023 - opg.optica.org
Integrated diffractive optical neural networks (DONNs) have significant potential for complex
machine learning tasks with high speed and ultralow energy consumption. However, the on …

Scientific Computing with Diffractive Optical Neural Networks

R Chen, Y Tang, J Ma, W Gao - Advanced Intelligent Systems, 2023 - Wiley Online Library
Diffractive optical neural networks (DONNs) are emerging as high‐throughput and energy‐
efficient hardware platforms to perform all‐optical machine learning (ML) in machine vision …

Miniature on-chip diffractive optical neural network design

T Fu, W Liu, Y Huang, R Sun, H Huang… - 2023 Conference on …, 2023 - ieeexplore.ieee.org
Miniature on-chip diffractive optical neural network design Page 1 Miniature on-chip diffractive
optical neural network design Tingzhao Fu1,Wencan Liu1,Yuyao Huang1,Run Sun1,Honghao …

[PDF][PDF] Integrated diffractive optical neural network with space-time interleaving

S Yang, H Chen - researching.cn
Integrated diffractive optical neural networks (DONNs) have significant potential for complex
machine learning tasks with high speed and ultralow energy consumption. However, the on …

Broadband Diffractive Neural Networks Enabling Classification of Visible Wavelengths

YZ Cheong, L Thekkekara, M Bhaskaran… - Advanced Photonics …, 2024 - Wiley Online Library
Diffractive neural networks (DNNs) are emerging as a new machine learning hardware
based on optical diffraction with parallel and high‐throughput information processing. The …