Exploring Types of Photonic Neural Networks for Imaging and Computing—A Review

SN Khonina, NL Kazanskiy, RV Skidanov, MA Butt - Nanomaterials, 2024 - mdpi.com
Photonic neural networks (PNNs), utilizing light-based technologies, show immense
potential in artificial intelligence (AI) and computing. Compared to traditional electronic …

Neuromorphic Photonics Circuits: Contemporary Review

RV Kutluyarov, AG Zakoyan, GS Voronkov… - Nanomaterials, 2023 - mdpi.com
Neuromorphic photonics is a cutting-edge fusion of neuroscience-inspired computing and
photonics technology to overcome the constraints of conventional computing architectures …

[HTML][HTML] Photonic optical accelerators: The future engine for the era of modern AI?

M Makarenko, Q Wang, A Burguete-Lopez… - APL Photonics, 2023 - pubs.aip.org
Photonic accelerators for Artificial Intelligence (AI) are rapidly advancing, promising to
provide revolutionary computational speed for modern AI architectures. By leveraging …

Res-u2net: untrained deep learning for phase retrieval and image reconstruction

C Osorio Quero, D Leykam… - Journal of the Optical …, 2024 - opg.optica.org
Conventional deep learning-based image reconstruction methods require a large amount of
training data, which can be hard to obtain in practice. Untrained deep learning methods …

Translation-invariant optical neural network for image classification

H Sadeghzadeh, S Koohi - Scientific Reports, 2022 - nature.com
The classification performance of all-optical Convolutional Neural Networks (CNNs) is
greatly influenced by components' misalignment and translation of input images in the …

Magneto-optical diffractive deep neural network

T Fujita, H Sakaguchi, J Zhang, H Nonaka, S Sumi… - Optics …, 2022 - opg.optica.org
We propose a magneto-optical diffractive deep neural network (MO-D^ 2NN). We simulated
several MO-D^ 2NNs, each of which consists of five hidden layers made of a magnetic …

The Chaotic Behavior of an Optical Artificial Neuron

MM Jaber, AA Hemed - Fiber and Integrated Optics, 2024 - Taylor & Francis
The operation of an optical neural network via a feed-forward (FF) configuration is
experimentally simulated in the laboratory. The FF setup is tested using optical injection (OI) …

Time-stretch optical neural network with time-division multiplexing

D Zhang, Z Tan - Optical Fiber Technology, 2023 - Elsevier
As factors such as power consumption and bandwidth constrain the development of
electronic computing in deep learning, optical neuromorphic computing has the potential to …

[HTML][HTML] 光学卷积计算的进展与挑战(特邀)

周浩军, 周海龙, 董建绩 - Acta Optica Sinica, 2024 - opticsjournal.net
摘要卷积计算作为数学运算方法里的一项重要算子, 在信号处理和人工智能领域有着重要的意义
. 卷积神经网络(CNN) 作为深度学习领域最重要的网络之一, 在计算机视觉和自然语言处理等 …

Self-pulsation and synchronization of optical neurons based on microrings

H Yuan, Y Xie, B Liu, X Jiang, J Chai, Y Ye… - Optics & Laser …, 2024 - Elsevier
Driven by the growing research enthusiasm for neuromorphic photonics, optical neurons
mimicking biological properties based on microresonant cavities and lasers are attracting …