Ion-Driven Electrochemical Random-Access Memory-Based Synaptic Devices for Neuromorphic Computing Systems: A Mini-Review

  • Kang, Heebum; 
  • Seo, Jongseon; 
  • Kim, Hyejin; 
  • Kim, Hyun Wook; 
  • Hong, Eun Ryeong; 
  • ... Woo, Jiyong; 
  • 외 2명
Citations

WEB OF SCIENCE

16
Citations

SCOPUS

19

초록

To enhance the computing efficiency in a neuromorphic architecture, it is important to develop suitable memory devices that can emulate the role of biological synapses. More specifically, not only are multiple conductance states needed to be achieved in the memory but each state is also analogously adjusted by consecutive identical pulses. Recently, electrochemical random-access memory (ECRAM) has been dedicatedly designed to realize the desired synaptic characteristics. Electric-field-driven ion motion through various electrolytes enables the conductance of the ECRAM to be analogously modulated, resulting in a linear and symmetric response. Therefore, the aim of this study is to review recent advances in ECRAM technology from the material and device engineering perspectives. Since controllable mobile ions play an important role in achieving synaptic behavior, the prospect and challenges of ECRAM devices classified according to mobile ion species are discussed.

키워드

electrochemical RAM; redox transistor; neuromorphic computing; synaptic devices; RESISTIVE MEMORY; ELECTROLYTE
제목
Ion-Driven Electrochemical Random-Access Memory-Based Synaptic Devices for Neuromorphic Computing Systems: A Mini-Review
저자
Kang, Heebum; Seo, Jongseon; Kim, Hyejin; Kim, Hyun Wook; Hong, Eun Ryeong; Kim, Nayeon; Lee, Daeseok; Woo, Jiyong
DOI
10.3390/mi13030453
발행일
2022-03
유형
Article
저널명
Micromachines
권
13
호
3