ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2022
Physical Implementation of Reservoir Computing through Electrochemical Reaction.
Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
18 citing papers in PubMed.
- Excited State Opto-Ionic Reservoir Computing in Hybrid Perovskite Electrochemically-Gated Luminescent Cells.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Intrinsic Disordered Network in Multiferroic YMnOSmall (Weinheim an der Bergstrasse, Germany) · 2025Article
- Two Orders of Magnitude Reduction in Computational Load Achieved by Ultrawideband Responses of an Ion-Gating Reservoir.ACS nano · 2025Article
- Magneto-Ionic Physical Reservoir Computing in Perpendicularly Magnetized Heterostructures.Nano letters · 2025Article
- Versatile and Robust Reservoir Computing with PWM-Driven Heterogenous R-C Circuits.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Iono-Magnonic Reservoir Computing With Chaotic Spin Wave Interference Manipulated by Ion-Gating.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Analog reservoir computing via ferroelectric mixed phase boundary transistors.Nature communications · 2024Article
- Few- and single-molecule reservoir computing experimentally demonstrated with surface-enhanced Raman scattering and ion gating.Science advances · 2024Article
- MEMS reservoir computing system with stiffness modulation for multi-scene data processing at the edge.Microsystems & nanoengineering · 2024Article
- Redox-based ion-gating reservoir consisting of (104) oriented LiCoOScientific reports · 2023Article
- 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
- All-ferroelectric implementation of reservoir computing.Nature communications · 2023Article
- Near-Sensor Reservoir Computing for Gait Recognition via a Multi-Gate Electrolyte-Gated Transistor.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023Article
- Input-Output-Improved Reservoir Computing Based on Duffing Resonator Processing Dynamic Temperature Compensation for MEMS Resonant Accelerometer.Micromachines · 2023Article
- Edge-of-chaos learning achieved by ion-electron-coupled dynamics in an ion-gating reservoir.Science advances · 2022Article
- Dynamic Nonlinear Behavior of Ionic Liquid-Based Reservoir Computing Devices.ACS applied materials & interfaces · 2022Article
- Physical Implementation of Reservoir Computing through Electrochemical Reaction.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
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.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.