Neural network learning with photonics and for photonic circuit design

D Brunner, MC Soriano, S Fan - Nanophotonics, 2023 - degruyter.com
This special issue covers works that lie at the interface between machine learning,
spearheaded by the computing power of artificial neural networks (NN), and photonic …

Artificial neural networks for photonic applications—from algorithms to implementation: tutorial

P Freire, E Manuylovich, JE Prilepsky… - Advances in Optics and …, 2023 - opg.optica.org
This tutorial–review on applications of artificial neural networks in photonics targets a broad
audience, ranging from optical research and engineering communities to computer science …

Opportunities for integrated photonic neural networks

P Stark, F Horst, R Dangel, J Weiss, BJ Offrein - Nanophotonics, 2020 - degruyter.com
Photonics offers exciting opportunities for neuromorphic computing. This paper specifically
reviews the prospects of integrated optical solutions for accelerating inference and training …

Optical neural networks: the 3D connection

NU Dinc, D Psaltis, D Brunner - Photoniques, 2020 - photoniques.com
We motivate a canonical strategy for integrating photonic neural networks (NN) by
leveraging 3D printing. Our belief is that a NN's parallel and dense connectivity is not …

Learning photons go backward

C Roques-Carmes - Science, 2023 - science.org
Since the invention of the laser, it has been known that light can carry information. Light
beams can be mixed and processed at speeds that far exceed those of electronics, an …

Challenges in the path toward a scalable silicon photonics implementation of deep neural networks

CMV Burgos, N Vamivakas - IEEE Journal of Quantum …, 2019 - ieeexplore.ieee.org
The wide utility provided by the computational algorithms known as “deep learning”(or
artificial neural networks) has prompted the development of specialized (electronic) …

Integrated photonic neural networks: Opportunities and challenges

K Liao, T Dai, Q Yan, X Hu, Q Gong - ACS Photonics, 2023 - ACS Publications
Photonic neural networks benefit from the use of photons to perform intelligent inference
computing with ultrafast and ultralow energy consumption in ultra-high-throughput, providing …

Prospects and applications of photonic neural networks

C Huang, VJ Sorger, M Miscuglio… - … in Physics: X, 2022 - Taylor & Francis
Neural networks have enabled applications in artificial intelligence through machine
learning, and neuromorphic computing. Software implementations of neural networks on …

Optically-interconnected, hardware-efficient, electronic-photonic neural network using compact multi-operand photonic devices

C Feng, R Tang, J Gu, H Zhu, DZ Pan… - Optical Interconnects …, 2023 - spiedigitallibrary.org
Optical neural network (ONN) is a promising platform for implementing deep learning tasks
thanks to the critical features of light, such as high parallelism, low latency, and low power …

Training of photonic neural networks through in situ backpropagation and gradient measurement

TW Hughes, M Minkov, Y Shi, S Fan - Optica, 2018 - opg.optica.org
Recently, integrated optics has gained interest as a hardware platform for implementing
machine learning algorithms. Of particular interest are artificial neural networks, since matrix …