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Bio-realistic synaptic characteristics in the cone-shaped ZnO memristive device

Title
Bio-realistic synaptic characteristics in the cone-shaped ZnO memristive device
Author
최창환
Keywords
LONG-TERM POTENTIATION; PLASTICITY; MODEL; CIRCUITS; MEMORY
Issue Date
2019-01
Publisher
NATURE PUBLISHING GROUP
Citation
NPG ASIA MATERIALS, v. 11, no. 5
Abstract
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.
URI
https://www.nature.com/articles/s41427-018-0105-7https://repository.hanyang.ac.kr/handle/20.500.11754/110976
ISSN
1884-4049; 1884-4057
DOI
10.1038/s41427-018-0105-7
Appears in Collections:
COLLEGE OF ENGINEERING[S](공과대학) > MATERIALS SCIENCE AND ENGINEERING(신소재공학부) > Articles
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