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 …

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

D Mengu, MSS 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 …

Compact reservoir computing with a photonic integrated circuit

K Takano, C Sugano, M Inubushi, K Yoshimura… - Optics express, 2018 - opg.optica.org
Photonic reservoir computing is a new paradigm for performing high-speed prediction and
classification tasks in an efficient manner. The major challenge for the miniaturization of …

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 …

Impact of input mask signals on delay-based photonic reservoir computing with semiconductor lasers

Y Kuriki, J Nakayama, K Takano, A Uchida - Optics express, 2018 - opg.optica.org
We experimentally investigate delay-based photonic reservoir computing using
semiconductor lasers with optical feedback and injection. We apply different types of …

Machine learning based on reservoir computing with time-delayed optoelectronic and photonic systems

YK Chembo - Chaos: An Interdisciplinary Journal of Nonlinear …, 2020 - pubs.aip.org
The concept of reservoir computing emerged from a specific machine learning paradigm
characterized by a three-layered architecture (input, reservoir, and output), where only the …

Prediction performance of reservoir computing system based on a semiconductor laser subject to double optical feedback and optical injection

YS Hou, GQ Xia, WY Yang, D Wang, E Jayaprasath… - Optics express, 2018 - opg.optica.org
A reservoir computing (RC) system based on a semiconductor laser (SL) with double optical
feedback and optical injection is proposed, and the prediction performance of such a system …

Time-delayed reservoir computing based on an optically pumped spin VCSEL for high-speed processing

Y Yang, P Zhou, P Mu, N Li - Nonlinear Dynamics, 2022 - Springer
We report on the first numerical implementation of photonic reservoir computing (RC) based
on an optically pumped spin vertical-cavity surface-emitting laser (spin VCSEL) with optical …

Reservoir computing based on an external-cavity semiconductor laser with optical feedback modulation

K Kanno, AA Haya, A Uchida - Optics express, 2022 - opg.optica.org
We numerically and experimentally investigate reservoir computing based on a single
semiconductor laser with optical feedback modulation. In this scheme, an input signal is …

Four-channels reservoir computing based on polarization dynamics in mutually coupled VCSELs system

XX Guo, SY Xiang, YH Zhang, L Lin, AJ Wen, Y Hao - Optics express, 2019 - opg.optica.org
A novel Four-channels reservoir computing (RC) based on polarization dynamics in
mutually coupled vertical cavity surface emitting lasers (MDC-VCSELs) is proposed and …