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Bio-realistic synaptic characteristics in the cone-shaped ZnO memristive device
- Sokolov, Andrey Sergeevich;
- Jeon, Yu-Rim;
- Kim, Sohyeon;
- Ku, Boncheol;
- Choi, Changhwan
WEB OF SCIENCE
69SCOPUS
69초록
We demonstrate inherent biorealistic synaptic plasticity functions in the Pt/n-ZnO/SiO2-x/Pt heterostructures, where the n-ZnO semiconductor is geometrically cone-shaped in the size of a few nanometers. The synaptic functions were achieved within a two-terminal, electroforming-free, and low-power rectifying diode-like resistive switching device. The important rate-dependent synaptic functions, such as the nonlinear transient conduction behavior, short-and long-term plasticity, paired-pulse facilitation, spike-rate-dependent plasticity and sliding threshold effect, were investigated in a single device. These characteristics closely mimic the memory and learning functions of those in biosynapses, where frequency-dependent identical spiking operations are mostly taking place, and we emulate these characteristics in the "Learning-Forgetting-Relearning" synaptic behavior. The switching dynamics in the cone-shaped n-ZnO semiconductor are correlated with the transport mechanism along the grain boundaries of the charged ion species, namely, oxygen vacancies and charged oxygen. The diffusion and generation/recombination of these defects have specific time scales of self-decay by virtue of the asymmetric profile of the n-ZnO cone defects. Finally, the essential biorealistic synaptic plasticity functions were discovered for the perspectives of dynamic/adaptive electronic synapse implementations in hardware-based neuromorphic computing.
키워드
- 제목
- Bio-realistic synaptic characteristics in the cone-shaped ZnO memristive device
- 저자
- Sokolov, Andrey Sergeevich; Jeon, Yu-Rim; Kim, Sohyeon; Ku, Boncheol; Choi, Changhwan
- 발행일
- 2019-01
- 유형
- Article
- 권
- 11
- 페이지
- 1 ~ 15