Physical Implementation of Reservoir Computing through Electrochemical Reaction

Abstract: Nonlinear dynamical systems serving reservoir computing enrich the physical implementation of computing systems. A method for building physical reservoirs from electrochemical reactions is provided, and the potential of chemical dynamics as computing resources is shown. The essence of signal processing in such systems includes various degrees of ionic currents which pass through the solution as well as the electrochemical current detected based on a multiway data acquisition system to achieve switchable and parallel testing. The results show that they have respective advantages in periodic signals and temporal dynamic signals. Polyoxometalate molecule in the solution increases the diversity of the response current and thus improves their abilities to predict periodic signals. Conversely, distilled water exhibits great computing power in solving a second‐order nonlinear problem. It is expected that these results will lead to further exploration of ionic conductance as a nonlinear dynamical system and provide more support for novel devices as computing resources.

Standort
Deutsche Nationalbibliothek Frankfurt am Main
Umfang
Online-Ressource
Sprache
Englisch

Erschienen in
Physical Implementation of Reservoir Computing through Electrochemical Reaction ; day:29 ; month:12 ; year:2021 ; extent:8
Advanced science ; (29.12.2021) (gesamt 8)

Urheber
Kan, Shaohua
Nakajima, Kohei
Asai, Tetsuya
Akai‐Kasaya, Megumi

DOI
10.1002/advs.202104076
URN
urn:nbn:de:101:1-2021122914224274318861
Rechteinformation
Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
Letzte Aktualisierung
15.08.2025, 07:27 MESZ

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Beteiligte

  • Kan, Shaohua
  • Nakajima, Kohei
  • Asai, Tetsuya
  • Akai‐Kasaya, Megumi

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