Unipolar neuromorphic memtransistors with reconfigurable inhibition–excitation switching based on antagonistic dual mechanisms

Implementing reconfigurable excitatory–inhibitory bidirectional weight updates in a unipolar transistor is highly desirable for developing compact neuromorphic hardware but remains a significant challenge. In this study, we employ a dual-mechanism approach by designing an organic electrolyte gate-selected memtransistor (OESmT) to reliably and rapidly update synaptic weights in both directions. The switching between synaptic inhibition and excitation depends on the connection state of the gate (modulation terminal), which can be either grounded or floating. This switching mechanism is driven by the dynamics between the electric-double-layer (EDL) and charge-trapping effects, resulting from the antagonistic effect of the two mechanisms. Long-term synaptic plasticity in both directions is demonstrated. The reconfigurable characteristic of the OESmT remains stable for 5000 pulses applied. Besides, the device has been applied to the autonomously guided vehicle. Our research highlights the importance of coupling of EDL and charge-trapping effects in reconfigurable neuromorphic systems.

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Publication Details

Journal
Applied Physics Letters
Published
2025-01-27
DOI
https://doi.org/10.1063/5.0237173
Citations
1
Primary Topic
Advanced Memory and Neural Computing
Type
article
Field-Weighted Citation Impact
0.73

Funders

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article

Unipolar neuromorphic memtransistors with reconfigurable inhibition–excitation switching based on antagonistic dual mechanisms

Jingwei Fu, Haifeng Ling, Chaoyue Zheng, L. Wang et al.
1 citations
Applied Physics Letters
Advanced Memory and Neural Computing
0.73
article

Unipolar neuromorphic memtransistors with reconfigurable inhibition–excitation switching based on antagonistic dual mechanisms

Jingwei Fu, Haifeng Ling, Chaoyue Zheng, L. Wang, Jianyu Ming, Jie Wang, Xiang He, Wen Li
article en
1 citations

Abstract

Implementing reconfigurable excitatory–inhibitory bidirectional weight updates in a unipolar transistor is highly desirable for developing compact neuromorphic hardware but remains a significant challenge. In this study, we employ a dual-mechanism approach by designing an organic electrolyte gate-selected memtransistor (OESmT) to reliably and rapidly update synaptic weights in both directions. The switching between synaptic inhibition and excitation depends on the connection state of the gate (modulation terminal), which can be either grounded or floating. This switching mechanism is driven by the dynamics between the electric-double-layer (EDL) and charge-trapping effects, resulting from the antagonistic effect of the two mechanisms. Long-term synaptic plasticity in both directions is demonstrated. The reconfigurable characteristic of the OESmT remains stable for 5000 pulses applied. Besides, the device has been applied to the autonomously guided vehicle. Our research highlights the importance of coupling of EDL and charge-trapping effects in reconfigurable neuromorphic systems.

Applied Physics LettersVol. 126(4)
University of Electronic Science and Technology of China (CN), Huzhou Normal University (CN), Nanjing University of Posts and Telecommunications (CN)
National Natural Science Foundation of China, Basic Research Program of Jiangsu Province, National Key Research and Development Program of China
Openalex Percentile: Top 32%
Advanced Memory and Neural Computing
0.73
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