神经形态工程学
异质结
材料科学
光电子学
突触可塑性
突触
纳米技术
突触重量
记忆电阻器
非突触性可塑性
变质塑性
计算机科学
神经科学
电子工程
化学
人工神经网络
人工智能
生物
受体
工程类
生物化学
作者
Hui‐Kai He,Rui Yang,Heming Huang,Fan-Fan Yang,Yazhou Wu,Jamal Shaibo,Xin Guo
出处
期刊:Nanoscale
[Royal Society of Chemistry]
日期:2019-11-25
卷期号:12 (1): 380-387
被引量:82
摘要
, with multi-gate modulation characteristics, are firstly demonstrated. An intermediate transition layer in the heterostructure is observed through transmission electron microscopy. Raman spectroscopy and detailed electrical measurements provide insights into the mechanism of memristive behavior, revealing that the protons injected into/removed from the intermediate transition layer account for the memristive behavior. This novel memristive synapse can be used to emulate two neuron-based synaptic functions, like post-synaptic current, short-term plasticity and long-term plasticity, with remarkable linearity, symmetry, and an ultralow energy consumption of ∼2.7 pJ per spike. More importantly, the synaptic plasticity between the drain and source electrodes can be effectively modulated by the gate voltage and visible light in a four-terminal configuration. Such multi-gate tuning of the synaptic plasticity cannot be accomplished by any previously reported multi-gate synaptic devices that only mimic two neuron-based synapses. This new synaptic architecture with electrical and optical modulation enables a realistic emulation of biological synapses whose synaptic plasticity can be additionally regulated by the surrounding astrocytes, greatly improving the recognition accuracy and processing capacity of artificial neuristors, and paving a new way for highly efficient neuromorphic computation devices.
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