An Electronic Synapse Device Based on Metal Oxide Resistive Switching Memory for Neuromorphic Computation

被引:646
|
作者
Yu, Shimeng [1 ,2 ]
Wu, Yi [1 ,2 ]
Jeyasingh, Rakesh [1 ,2 ]
Kuzum, Duygu [1 ,2 ]
Wong, H. -S. Philip [1 ,2 ]
机构
[1] Stanford Univ, Ctr Integrated Syst, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
基金
美国国家科学基金会;
关键词
Bio-inspired system; neuromorphic computation; resistive switching memory; spike-timing-dependent plasticity (STDP); synapse; RESET MECHANISM; NANOFILAMENTS; NEURONS; ARRAY; CELL;
D O I
10.1109/TED.2011.2147791
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The multilevel capability of metal oxide resistive switching memory was explored for the potential use as a single-element electronic synapse device. TiN/HfOx/AlOx/Pt resistive switching cells were fabricated. Multilevel resistance states were obtained by varying the programming voltage amplitudes during the pulse cycling. The cell conductance could be continuously increased or decreased from cycle to cycle, and about 10(5) endurance cycles were obtained. Nominal energy consumption per operation is in the subpicojoule range with a maximum measured value of 6 pJ. This low energy consumption is attractive for the large-scale hardware implementation of neuromorphic computing and brain simulation. The property of gradual resistance change by pulse amplitudes was exploited to demonstrate the spike-timing-dependent plasticity learning rule, suggesting that metal oxide memory can potentially be used as an electronic synapse device for the emerging neuromorphic computation system.
引用
收藏
页码:2729 / 2737
页数:9
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