Photonics for artificial intelligence and neuromorphic computing
Research in photonic computing has flourished due to the proliferation of optoelectronic
components on photonic integration platforms. Photonic integrated circuits have enabled …
components on photonic integration platforms. Photonic integrated circuits have enabled …
[HTML][HTML] Recent advances in physical reservoir computing: A review
Reservoir computing is a computational framework suited for temporal/sequential data
processing. It is derived from several recurrent neural network models, including echo state …
processing. It is derived from several recurrent neural network models, including echo state …
100,000-spin coherent Ising machine
Computers based on physical systems are increasingly anticipated to overcome the
impending limitations on digital computer performance. One such computer is a coherent …
impending limitations on digital computer performance. One such computer is a coherent …
Polariton condensates for classical and quantum computing
Polariton lasers emit coherent monochromatic light through a spontaneous emission
process. As a rare example of a system in which Bose–Einstein condensation and …
process. As a rare example of a system in which Bose–Einstein condensation and …
Physical reservoir computing—an introductory perspective
K Nakajima - Japanese Journal of Applied Physics, 2020 - iopscience.iop.org
Understanding the fundamental relationships between physics and its information-
processing capability has been an active research topic for many years. Physical reservoir …
processing capability has been an active research topic for many years. Physical reservoir …
Experimental demonstration of reservoir computing on a silicon photonics chip
K Vandoorne, P Mechet, T Van Vaerenbergh… - Nature …, 2014 - nature.com
In today's age, companies employ machine learning to extract information from large
quantities of data. One of those techniques, reservoir computing (RC), is a decade old and …
quantities of data. One of those techniques, reservoir computing (RC), is a decade old and …
Parallel photonic information processing at gigabyte per second data rates using transient states
The increasing demands on information processing require novel computational concepts
and true parallelism. Nevertheless, hardware realizations of unconventional computing …
and true parallelism. Nevertheless, hardware realizations of unconventional computing …
High-speed photonic reservoir computing using a time-delay-based architecture: Million words per second classification
L Larger, A Baylón-Fuentes, R Martinenghi… - Physical Review X, 2017 - APS
Reservoir computing, originally referred to as an echo state network or a liquid state
machine, is a brain-inspired paradigm for processing temporal information. It involves …
machine, is a brain-inspired paradigm for processing temporal information. It involves …
Multilayer Reservoir Computing Based on Ferroelectric α‐In2Se3 for Hierarchical Information Processing
Dynamic physical systems such as reservoir computing (RC) architectures show a great
prospect in temporal information processing, whereas hierarchical information processing …
prospect in temporal information processing, whereas hierarchical information processing …
Advances in photonic reservoir computing
G Van der Sande, D Brunner, MC Soriano - Nanophotonics, 2017 - degruyter.com
We review a novel paradigm that has emerged in analogue neuromorphic optical
computing. The goal is to implement a reservoir computer in optics, where information is …
computing. The goal is to implement a reservoir computer in optics, where information is …