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Dynamic Nonlinear Behavior of Ionic Liquid-Based Reservoir Computing Devices
[Image: see text] Herein, a physical reservoir device that uses faradaic currents generated by redox reactions of metal ions in ionic liquids was developed. Synthetic time-series data consisting of randomly arranged binary number sequences (“1” and “0”) were applied as isosceles-triangular voltage p...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9389526/ https://www.ncbi.nlm.nih.gov/pubmed/35880990 http://dx.doi.org/10.1021/acsami.2c04167 |
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author | Matsuo, Takuma Sato, Dan Koh, Sang-Gyu Shima, Hisashi Naitoh, Yasuhisa Akinaga, Hiroyuki Itoh, Toshiyuki Nokami, Toshiki Kobayashi, Masakazu Kinoshita, Kentaro |
author_facet | Matsuo, Takuma Sato, Dan Koh, Sang-Gyu Shima, Hisashi Naitoh, Yasuhisa Akinaga, Hiroyuki Itoh, Toshiyuki Nokami, Toshiki Kobayashi, Masakazu Kinoshita, Kentaro |
author_sort | Matsuo, Takuma |
collection | PubMed |
description | [Image: see text] Herein, a physical reservoir device that uses faradaic currents generated by redox reactions of metal ions in ionic liquids was developed. Synthetic time-series data consisting of randomly arranged binary number sequences (“1” and “0”) were applied as isosceles-triangular voltage pulses with positive and negative voltage heights, respectively, and the effects of the faradaic current on short-term memory and parity-check task accuracies were verified. The current signal for the first half of the triangular voltage-pulse period, which contained a much higher faradaic current component compared to that of the second half of the triangular voltage-pulse period, enabled higher short-term memory task accuracy. Furthermore, when parity-check tasks were performed using a faradaic current generated by asymmetric triangular voltage-pulse levels of 1 and 0, the parity-check task accuracy was approximately eight times higher than that of the symmetric triangular voltage pulse in terms of the correlation coefficient between the output signal and target data. These results demonstrate the advantage of the faradaic current on both the short-term memory characteristics and nonlinear conversion capabilities and are expected to provide guidance for designing and controlling various physical reservoir devices that utilize electrochemical reactions. |
format | Online Article Text |
id | pubmed-9389526 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-93895262022-08-20 Dynamic Nonlinear Behavior of Ionic Liquid-Based Reservoir Computing Devices Matsuo, Takuma Sato, Dan Koh, Sang-Gyu Shima, Hisashi Naitoh, Yasuhisa Akinaga, Hiroyuki Itoh, Toshiyuki Nokami, Toshiki Kobayashi, Masakazu Kinoshita, Kentaro ACS Appl Mater Interfaces [Image: see text] Herein, a physical reservoir device that uses faradaic currents generated by redox reactions of metal ions in ionic liquids was developed. Synthetic time-series data consisting of randomly arranged binary number sequences (“1” and “0”) were applied as isosceles-triangular voltage pulses with positive and negative voltage heights, respectively, and the effects of the faradaic current on short-term memory and parity-check task accuracies were verified. The current signal for the first half of the triangular voltage-pulse period, which contained a much higher faradaic current component compared to that of the second half of the triangular voltage-pulse period, enabled higher short-term memory task accuracy. Furthermore, when parity-check tasks were performed using a faradaic current generated by asymmetric triangular voltage-pulse levels of 1 and 0, the parity-check task accuracy was approximately eight times higher than that of the symmetric triangular voltage pulse in terms of the correlation coefficient between the output signal and target data. These results demonstrate the advantage of the faradaic current on both the short-term memory characteristics and nonlinear conversion capabilities and are expected to provide guidance for designing and controlling various physical reservoir devices that utilize electrochemical reactions. American Chemical Society 2022-07-26 2022-08-17 /pmc/articles/PMC9389526/ /pubmed/35880990 http://dx.doi.org/10.1021/acsami.2c04167 Text en © 2022 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Matsuo, Takuma Sato, Dan Koh, Sang-Gyu Shima, Hisashi Naitoh, Yasuhisa Akinaga, Hiroyuki Itoh, Toshiyuki Nokami, Toshiki Kobayashi, Masakazu Kinoshita, Kentaro Dynamic Nonlinear Behavior of Ionic Liquid-Based Reservoir Computing Devices |
title | Dynamic Nonlinear
Behavior of Ionic Liquid-Based Reservoir
Computing Devices |
title_full | Dynamic Nonlinear
Behavior of Ionic Liquid-Based Reservoir
Computing Devices |
title_fullStr | Dynamic Nonlinear
Behavior of Ionic Liquid-Based Reservoir
Computing Devices |
title_full_unstemmed | Dynamic Nonlinear
Behavior of Ionic Liquid-Based Reservoir
Computing Devices |
title_short | Dynamic Nonlinear
Behavior of Ionic Liquid-Based Reservoir
Computing Devices |
title_sort | dynamic nonlinear
behavior of ionic liquid-based reservoir
computing devices |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9389526/ https://www.ncbi.nlm.nih.gov/pubmed/35880990 http://dx.doi.org/10.1021/acsami.2c04167 |
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