[HTML][HTML] Recent advances in physical reservoir computing: A review

G Tanaka, T Yamane, JB Héroux, R Nakane… - Neural Networks, 2019 - Elsevier
Reservoir computing is a computational framework suited for temporal/sequential data
processing. It is derived from several recurrent neural network models, including echo state …

[HTML][HTML] Coupled oscillators for computing: A review and perspective

G Csaba, W Porod - Applied physics reviews, 2020 - pubs.aip.org
Coupled oscillators are highly complex dynamical systems, and it is an intriguing concept to
use this oscillator dynamics for computation. The idea is not new, but is currently the subject …

A survey on reservoir computing and its interdisciplinary applications beyond traditional machine learning

H Zhang, DV Vargas - IEEE Access, 2023 - ieeexplore.ieee.org
Reservoir computing (RC), first applied to temporal signal processing, is a recurrent neural
network in which neurons are randomly connected. Once initialized, the connection …

[HTML][HTML] Neural network for low-memory IoT devices and MNIST image recognition using kernels based on logistic map

A Velichko - Electronics, 2020 - mdpi.com
This study presents a neural network which uses filters based on logistic map**
(LogNNet). LogNNet has a feedforward network structure, but possesses the properties of …

Synchronization phenomena in dual-transistor spiking oscillators realized experimentally towards physical reservoirs

L Minati, J Bartels, C Li, M Frasca, H Ito - Chaos, Solitons & Fractals, 2022 - Elsevier
Transistor-based chaotic oscillators are known to realize highly diverse dynamics despite
having elementary circuit topologies. This work investigates, numerically and experimentally …

Efficient reservoir computing using field programmable gate array and electro-optic modulation

P Kumar, M **, T Bu, S Kumar, YP Huang - OSA Continuum, 2021 - opg.optica.org
We experimentally demonstrate a hybrid reservoir computing system consisting of an electro-
optic modulator and field programmable gate array (FPGA). It implements delay lines and …

Waveform classification by memristive reservoir computing

G Tanaka, R Nakane, T Yamane, S Takeda… - … , China, November 14 …, 2017 - Springer
Reservoir computing is one of the computational frameworks based on recurrent neural
networks for learning sequential data. We study the memristive reservoir computing where a …

Wave-based neuromorphic computing framework for brain-like energy efficiency and integration

Y Katayama, T Yamane, D Nakano… - IEEE Transactions …, 2016 - ieeexplore.ieee.org
We present a framework of wave-based neuromorphic computing aiming at brain-like
capabilities and efficiencies with nanoscale device integration. We take advantage of the …

Nonvolatile Frequency-Programmable Oscillator With NbO2 and Li-Based Electro-Chemical Random Access Memory for Coupled Oscillators-Based Temporal …

D Lee, J Lee, S Lee, C Lee, S Heo… - IEEE Electron Device …, 2022 - ieeexplore.ieee.org
In this letter, we propose a compact frequency programmable oscillator with an NbO 2-
based insulator-metal transition (IMT) device and three-terminal Li-based electro-chemical …

Reservoir computing using high order synchronization of coupled oscillators

AA Velichko, DV Ryabokon, SD Khanin… - IOP Conference …, 2020 - iopscience.iop.org
We propose a concept for reservoir computing on oscillators using the high-order
synchronization effect. The reservoir output is presented in the form of oscillator …