Tutorial: Photonic neural networks in delay systems
Photonic delay systems have revolutionized the hardware implementation of Recurrent
Neural Networks and Reservoir Computing in particular. The fundamental principles of …
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
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 …
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 …
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 …
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 …
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 …
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 …
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
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 …
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 …
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 …
mutually coupled vertical cavity surface emitting lasers (MDC-VCSELs) is proposed and …