Photonic neural networks: A survey

L De Marinis, M Cococcioni, P Castoldi… - Ieee …, 2019 - ieeexplore.ieee.org
Photonic solutions are today a mature industrial reality concerning high speed, high
throughput data communication and switching infrastructures. It is still a matter of …

Spatially varying nanophotonic neural networks

K Wei, X Li, J Froech, P Chakravarthula… - arXiv preprint arXiv …, 2023 - arxiv.org
The explosive growth of computation and energy cost of artificial intelligence has spurred
strong interests in new computing modalities as potential alternatives to conventional …

Integrated photonics for computing and artificial intelligence

C Feng, S Ning, J Gu, H Zhu, DZ Pan… - 2023 IEEE Photonics …, 2023 - ieeexplore.ieee.org
In this paper, we review the progress of integrated photonics in both digital computing and
analog neuromorphic computing. We introduce methods to design scalable, area-efficient …

On-chip optical neuromorphic computing

Y Shen, NC Harris, S Skirlo, D Englund… - Frontiers in Optics, 2016 - opg.optica.org
On-Chip Optical Neuromorphic Computing Page 1 FW5D.3.pdf Frontiers in Optics/Laser Science
2016 © OSA 2016 On-Chip Optical Neuromorphic Computing Yichen Shen,1†, Nicholas C …

Active learning on a programmable photonic quantum processor

C Ding, XY Xu, YF Niu, S Zhang… - Quantum Science …, 2023 - iopscience.iop.org
Training a quantum machine learning model generally requires a large labeled dataset,
which incurs high labeling and computational costs. To reduce such costs, a selective …

New advancements, challenges and opportunities of nanophotonics for neuromorphic computing: A state-of-the-art review

R Li, Y Gong, H Huang, Y Zhou, S Mao… - arXiv preprint arXiv …, 2023 - arxiv.org
The expansion of optoelectronic devices on photonic integration platforms has led to
significant growth in the field of photonic computing. Photonic integrated circuits have …

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 …

[引用][C] Physics for neuromorphic computing

D Markovic, A Mizrahi… - Nature …, 2020 - … , 4 CRINAN ST, LONDON, N1 9XW …

Deep neural networks for the evaluation and design of photonic devices

J Jiang, M Chen, JA Fan - Nature Reviews Materials, 2021 - nature.com
The data-science revolution is poised to transform the way photonic systems are simulated
and designed. Photonic systems are, in many ways, an ideal substrate for machine learning …

Programmable nanophotonics for computation

D Bunandar, T Lazovich, M Gould… - 2018 IEEE 15th …, 2018 - ieeexplore.ieee.org
As Moore's law and Dennard scaling come to an end, new devices and computing
architectures are being explored. The development of computing hardware designed …