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Analog Synaptic Behavior of a Silicon Nitride Memristor
- Kim, Sungjun;
- Kim, Hyunjin;
- Hwang, Sungmin;
- Kim, Min-Hwi;
- Chang, Yao-Feng;
- 외 1명
WEB OF SCIENCE
225SCOPUS
237초록
In this paper, we present a synapse function using analog resistive-switching behaviors in a SiNx-based memristor with a complementary metal-oxide-semiconductor compatibility and expandability to three-dimensional crossbar array architecture. A progressive conductance change is attainable as a result of the gradual growth and dissolution of the conducting path, and the series resistance of the AlOy layer in the Ni/SiNx/AlOy/TiN memristor device enhances analog switching performance by reducing current overshoot. A continuous and smooth gradual reset switching transition can be observed with a compliance current limit (>100 mu A), and is highly suitable for demonstrating synaptic characteristics. Long-term potentiation and long-term depression are obtained by means of identical pulse responses. Moreover, symmetric and linear synaptic behaviors are significantly improved by optimizing pulse response conditions, which is verified by a neural network simulation. Finally, we display the spike-timing-dependent plasticity with the multipulse scheme. This work provides a possible way to mimic biological synapse function for energy-efficient neuromorphic systems by using a conventional passive SiNx layer as an active dielectric.
키워드
- 제목
- Analog Synaptic Behavior of a Silicon Nitride Memristor
- 저자
- Kim, Sungjun; Kim, Hyunjin; Hwang, Sungmin; Kim, Min-Hwi; Chang, Yao-Feng; Park, Byung-Gook
- 발행일
- 2017-11
- 유형
- Article
- 권
- 9
- 호
- 46
- 페이지
- 40420 ~ 40427
- 언어
- ENG
- 출판사
- AMER CHEMICAL SOC
- 발행국가
- 미국
- 분량
- 8 페이지
- ISSN
- E 1944-8252
P 1944-8244