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Reconfigurable Organic Electrochemical Transistors with High Dynamic Ranges for Fully Integrated Physical Reservoir Computing
- Han, Chungbi;
- Kim, Mingyu;
- Park, Seong Jun;
- Eo, Jung Sun;
- Kim, Donghyeok;
- ... Wang, Gunuk;
- 외 2명
WEB OF SCIENCE
22SCOPUS
20초록
Reconfigurable organic electrochemical transistors (r-OECTs) are considered a promising platform for fully integrated physical reservoir computing (RC) owing to their dual switching modes, which are suitable for both the reservoir and readout layers. However, their restricted dynamic ranges (DR) have constrained their nonlinearity, high-dimensional mapping capacity, and the reconfigurability of neural networks for optimal physical RC. In this study, r-OECTs with a modified PEDOT:PSS channel and solid electrolyte is designed and fabricated, achieving dual-modal essential synaptic functions (nonvolatile and volatile) through ethylene glycol (EG) content adjustment. The r-OECTs with the EG of 680 and 1000 mu L exhibit exceptional DR of 1.12 x 105 in nonvolatile mode and 1.20 x 103 volatile mode, respectively, representing a significant improvement over previously reported OECTs. The nonvolatile mode exhibits long-term memory with robust and gradual long-term potentiation (LTP) and long-term depression (LTD), while the volatile mode demonstrates short-term memory for extracting reservoir states. The r-OECTs, functioning in two modes as the reservoir and readout layers with high DRs, enable accurate classification of human activities such as jogging (J), brushing teeth (B), and folding clothes (F) with an accuracy of 84.38% in a fully integrated physical RC system.
키워드
- 제목
- Reconfigurable Organic Electrochemical Transistors with High Dynamic Ranges for Fully Integrated Physical Reservoir Computing
- 저자
- Han, Chungbi; Kim, Mingyu; Park, Seong Jun; Eo, Jung Sun; Kim, Donghyeok; Park, Young Ran; Jung, Sungjune; Wang, Gunuk
- 발행일
- 2025-02
- 유형
- Article; Early Access
- 권
- 35
- 호
- 26
- 언어
- ENG
- 출판사
- WILEY-V C H VERLAG GMBH
- 발행국가
- 독일
- ISSN
- E 1616-3028
P 1616-301X