Artificial synapse characteristics of a ZnO-based memristor with a short-term memory effect

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초록

We fabricated and characterized a Ni/ZnO/TiN memristor device designed to emulate an artificial synapse for use in a neuromorphic system. Chemical and material characterization was conducted using ultraviolet photoelectron spectroscopy, energy-dispersive X-ray spectroscopy, and transmission electron microscopy. The device exhibited gradual resistive switching as a multi-level cell with an increase in the DC sweep voltage. Current decay was observed after the set process, indicating that it could feasibly be employed in short-term memory applications. We demonstrated both short-term memory and long-term memory behavior in the proposed device. Higher conductance was maintained via repetitive pulses with a high voltage and a short time interval, while conductance was lower when repetitive pulses with a low voltage and a short time interval were employed. Pulse interval-dependent paired-pulse facilitation characteristics were used to mimic an artificial synapse, with potentiation and depression observed over multiple cycles. We also evaluated the pattern-recognition accuracy of the proposed conductance modulation with degradation based on the short-term memory effect using a 784 x 10 cross-point array netlist and a SPICE resistor model.

키워드

Neuromorphic system; ZnO; Short-term memory; Memristor; RESISTIVE SWITCHING PERFORMANCE; OXIDE; DEVICES; ARCHITECTURE; TRANSISTORS
제목
Artificial synapse characteristics of a ZnO-based memristor with a short-term memory effect
저자
Yun, Seokyeon; Mahata, Chandreswar; Kim, Min-Hwi; Kim, Sungjun
DOI
10.1016/j.apsusc.2021.152164
발행일
2022-03
유형
Article
저널명
Applied Surface Science
권
579