神经形态工程学
材料科学
异质结
光电子学
可塑性
调制(音乐)
光电二极管
肖特基势垒
计算机科学
人工神经网络
人工智能
物理
二极管
声学
复合材料
作者
Jae Hyeon Nam,Se‐Young Oh,Hye Yeon Jang,Ojun Kwon,Heejeong Park,Woojin Park,Jung‐Dae Kwon,Yonghun Kim,Byungjin Cho
标识
DOI:10.1002/adfm.202104174
摘要
Abstract Artificial synapses based on 2D MoS 2 memtransistors have recently attracted considerable attention as a promising device architecture for complex neuromorphic systems. However, previous memtransistor devices occasionally cause uncontrollable analog switching and unreliable synaptic plasticity due to random variations in the field‐induced defect migration. Herein, a highly reliable 2D MoS 2 /Nb 2 O 5 heterostructure memtransistor device is demonstrated, in which the Nb 2 O 5 interlayer thickness is a critical material parameter to induce and tune analog switching characteristics of the 2D MoS 2 . Ultraviolet photoelectron spectroscopy and photoluminescence analyses reveal that the Schottky barrier height at the 2D channel–electrode junction of the MoS 2 /Nb 2 O 5 heterostructure films is increased, leading to more effective contact barrier modulation and allowing more reliable resistive switching. The 2D/oxide memtransistors attain dual‐terminal (drain and gate) stimulated heterosynaptic plasticity and highly precise multi‐states. In addition, the memtransistor devices show an extremely low power consumption of ≈6 pJ and reliable potentiation/depression endurance characteristics over 2000 pulses. A high pattern recognition accuracy of ≈94.2% is finally achieved from the synaptic plasticity modulated by the drain pulse configuration using an image pattern recognition simulation. Thus, the novel 2D/oxide memtransistor makes a potential neuromorphic circuitry more flexible and energy‐efficient, promoting the development of more advanced neuromorphic systems.
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