ArticleACS applied materials & interfaces2022
Dynamic Nonlinear Behavior of Ionic Liquid-Based Reservoir Computing Devices.
Article in ACS applied materials & interfaces, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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Who cites it
5 citing papers in PubMed.
- Harnessing spatiotemporal transformation in magnetic domains for nonvolatile physical reservoir computing.Science advances · 2025Article
- Few- and single-molecule reservoir computing experimentally demonstrated with surface-enhanced Raman scattering and ion gating.Science advances · 2024Article
- Photonic Physical Reservoir Computing with Tunable Relaxation Time Constant.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
- Characterization of Information-Transmitting Materials Produced in Ionic Liquid-based Neuromorphic Electrochemical Devices for Physical Reservoir Computing.ACS applied materials & interfaces · 2023Article
- Reservoir computing with the electrochemical formation and reduction of gold oxide in aqueous solutions with a three-electrode electrochemical setup.RSC advances · 2023Article
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Authors and funding
10 authors.
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Abstract
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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