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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...

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Autores principales: Matsuo, Takuma, Sato, Dan, Koh, Sang-Gyu, Shima, Hisashi, Naitoh, Yasuhisa, Akinaga, Hiroyuki, Itoh, Toshiyuki, Nokami, Toshiki, Kobayashi, Masakazu, Kinoshita, Kentaro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2022
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.
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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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