[HTML][HTML] Hands-on reservoir computing: a tutorial for practical implementation

M Cucchi, S Abreu, G Ciccone, D Brunner… - Neuromorphic …, 2022 - iopscience.iop.org
This manuscript serves a specific purpose: to give readers from fields such as material
science, chemistry, or electronics an overview of implementing a reservoir computing (RC) …

Physical reservoir computing based on nanoscale materials and devices

Z Qi, L Mi, H Qian, W Zheng, Y Guo… - Advanced Functional …, 2023 - Wiley Online Library
Bioinspired computation systems can achieve artificial intelligence, bypassing fundamental
bottlenecks and cost constraints. Computational frameworks suited for temporal/sequential …

[HTML][HTML] In-memory computing with emerging memory devices: Status and outlook

P Mannocci, M Farronato, N Lepri, L Cattaneo… - APL Machine …, 2023 - pubs.aip.org
In-memory computing (IMC) has emerged as a new computing paradigm able to alleviate or
suppress the memory bottleneck, which is the major concern for energy efficiency and …

A substrate-independent framework to characterize reservoir computers

M Dale, JF Miller, S Stepney… - Proceedings of the …, 2019 - royalsocietypublishing.org
The reservoir computing (RC) framework states that any nonlinear, input-driven dynamical
system (the reservoir) exhibiting properties such as a fading memory and input separability …

Revisiting the edge of chaos: Again?

C Teuscher - Biosystems, 2022 - Elsevier
Does biological computation happen at some sort of “edge of chaos”, a dynamical regime
somewhere between order and chaos? And if so, is this a fundamental principle that …

In materia implementation strategies of physical reservoir computing with memristive nanonetworks

G Milano, K Montano, C Ricciardi - Journal of Physics D: Applied …, 2023 - iopscience.iop.org
Physical reservoir computing (RC) represents a computational framework that exploits
information-processing capabilities of programmable matter, allowing the realization of …

[HTML][HTML] Reservoir computing quality: connectivity and topology

M Dale, S O'Keefe, A Sebald, S Stepney, MA Trefzer - Natural Computing, 2021 - Springer
We explore the effect of connectivity and topology on the dynamical behaviour of Reservoir
Computers. At present, considerable effort is taken to design and hand-craft physical …

Reservoir computing in material substrates

M Dale, JF Miller, S Stepney, MA Trefzer - Reservoir Computing: Theory …, 2021 - Springer
Abstract We overview Reservoir Computing (RC) with physical systems from an
Unconventional Computing (UC) perspective. We discuss challenges present in both fields …

Computing with magnetic thin films: Using film geometry to improve dynamics

M Dale, S O'Keefe, A Sebald, S Stepney… - … Computation and Natural …, 2021 - Springer
Inspired by the nonlinear dynamics of neural networks, new unconventional computing
hardware has emerged under the name of physical reservoir computing. In this paradigm …

[HTML][HTML] The alchemy of computation: designing with the unknown

JF Miller - Natural Computing, 2019 - Springer
Modern computers allow a methodical search of possibly billions of experiments and the
exploitation of interactions that are not known in advance. This enables a bottom-up process …