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 …

Tutorial: Photonic neural networks in delay systems

D Brunner, B Penkovsky, BA Marquez… - Journal of Applied …, 2018 - pubs.aip.org
Photonic delay systems have revolutionized the hardware implementation of Recurrent
Neural Networks and Reservoir Computing in particular. The fundamental principles of …

Scalable reservoir computing on coherent linear photonic processor

M Nakajima, K Tanaka, T Hashimoto - Communications Physics, 2021 - nature.com
Photonic neuromorphic computing is of particular interest due to its significant potential for
ultrahigh computing speed and energy efficiency. The advantage of photonic computing …

[HTML][HTML] Novel frontier of photonics for data processing—Photonic accelerator

K Kitayama, M Notomi, M Naruse, K Inoue… - Apl Photonics, 2019 - pubs.aip.org
In the emerging Internet of things cyber-physical system-embedded society, big data
analytics needs huge computing capability with better energy efficiency. Coming to the end …

Emerging opportunities and challenges for the future of reservoir computing

M Yan, C Huang, P Bienstman, P Tino, W Lin… - Nature …, 2024 - nature.com
Reservoir computing originates in the early 2000s, the core idea being to utilize dynamical
systems as reservoirs (nonlinear generalizations of standard bases) to adaptively learn …

At the intersection of optics and deep learning: statistical inference, computing, and inverse design

D Mengu, MS Sakib Rahman, Y Luo, J Li… - Advances in Optics …, 2022 - opg.optica.org
Deep learning has been revolutionizing information processing in many fields of science
and engineering owing to the massively growing amounts of data and the advances in deep …

Reservoir computing using multiple lasers with feedback on a photonic integrated circuit

C Sugano, K Kanno, A Uchida - IEEE Journal of Selected …, 2019 - ieeexplore.ieee.org
We propose a scheme for reservoir computing using multiple semiconductor lasers with
optical feedback arranged in parallel on a photonic integrated circuit, and we investigate the …

Photonic neuromorphic information processing and reservoir computing

A Lugnan, A Katumba, F Laporte, M Freiberger… - APL Photonics, 2020 - pubs.aip.org
Photonic neuromorphic computing is attracting tremendous research interest now, catalyzed
in no small part by the rise of deep learning in many applications. In this paper, we will …

High-speed photonic neuromorphic computing using recurrent optical spectrum slicing neural networks

K Sozos, A Bogris, P Bienstman… - Communications …, 2022 - nature.com
Neuromorphic computing using photonic hardware is a promising route towards ultrafast
processing while maintaining low power consumption. Here we present and numerically …

Experimental realization of integrated photonic reservoir computing for nonlinear fiber distortion compensation

S Sackesyn, C Ma, J Dambre, P Bienstman - Optics Express, 2021 - opg.optica.org
Nonlinearity mitigation in optical fiber networks is typically handled by electronic Digital
Signal Processing (DSP) chips. Such DSP chips are costly, power-hungry and can introduce …