Physical Reservoir Computing Utilizing Ion‐Gating Transistors Operating in Electric Double Layer and Redox Mechanisms DOI Creative Commons
Takashi Tsuchiya, Daiki Nishioka, Wataru Namiki

et al.

Advanced Electronic Materials, Journal Year: 2024, Volume and Issue: unknown

Published: Nov. 20, 2024

Abstract The enormous energy consumption of modern machine learning technologies, such as deep and generative artificial intelligence, is one the most critical concerns time. To solve this problem, physical reservoir computing, which uses non‐linear dynamics exhibited by mechanical systems materials devices a computational resource for highly efficient information processing, has attracted much attention in recent years. In particular, ion‐gated transistors, group that control electrical conductivity using electrochemical mechanisms electric double layers redox, show very high performance with complex diverse output properties contrast to their simple structures, due complexity chemical processes involved. This research provides an overview computing ion‐gating focusing on used, various tasks, operating mechanisms.

Language: Английский

Heteroatom-Functionalized Carbon Nanoarchitectonics: Unlocking the Doping Effects for High-Performance Supercapacitor Electrode Design DOI Creative Commons
Pragati A. Shinde, Lok Kumar Shrestha, Katsuhiko Ariga

et al.

Green Energy & Environment, Journal Year: 2025, Volume and Issue: unknown

Published: March 1, 2025

Language: Английский

Citations

0
Responsive materials nanoarchitectonics at interfaces DOI Creative Commons
Katsuhiko Ariga

Deleted Journal, Journal Year: 2024, Volume and Issue: 2(2)

Published: May 1, 2024

Abstract Advanced materials could perform functions in response to external stimuli. These are responsive materials. In order for us develop advanced functional systems with a good nature, we need create methodology that goes one step further. It is the artificial architecture of material based on knowledge nanotechnology. The task will be fulfilled by new concept nanoarchitectonics. Nanoarchitectonics integrates nanotechnology various sciences, basic chemistry, microfabrication techniques, and biological processes architect from atomic, molecular, nanomaterial units. This review deal nanoarchitectonics related phenomena at interfaces. demonstrate effectiveness interfaces sizes, this article organized size systems. Specifically, has grouped them into (i) molecular level response, (ii) nanodevice (iii) (iv) living cell response. If social demand these fully recognized, such development expected efficiently progress. would play role stimulating development.

Language: Английский

Citations

2
Physical Reservoir Computing Utilizing Ion‐Gating Transistors Operating in Electric Double Layer and Redox Mechanisms DOI Creative Commons
Takashi Tsuchiya, Daiki Nishioka, Wataru Namiki

et al.

Advanced Electronic Materials, Journal Year: 2024, Volume and Issue: unknown

Published: Nov. 20, 2024

Abstract The enormous energy consumption of modern machine learning technologies, such as deep and generative artificial intelligence, is one the most critical concerns time. To solve this problem, physical reservoir computing, which uses non‐linear dynamics exhibited by mechanical systems materials devices a computational resource for highly efficient information processing, has attracted much attention in recent years. In particular, ion‐gated transistors, group that control electrical conductivity using electrochemical mechanisms electric double layers redox, show very high performance with complex diverse output properties contrast to their simple structures, due complexity chemical processes involved. This research provides an overview computing ion‐gating focusing on used, various tasks, operating mechanisms.

Language: Английский

Citations

0