神经形态工程学
晶体管
材料科学
突触可塑性
磁滞
神经科学
计算机科学
光电子学
物理
电压
电气工程
人工神经网络
化学
凝聚态物理
工程类
心理学
机器学习
生物化学
受体
作者
Bo Liu,Ming‐Chun Hong,Mamina Sahoo,Bin Leong Ong,Eng Soon Tok,MengFu Di,Yu‐Ping Ho,Hanyuan Liang,J.S. Bow,Zhiwei Liu,Jer‐Chyi Wang,Tuo‐Hung Hou,Chao‐Sung Lai
标识
DOI:10.1002/admt.201900422
摘要
Abstract Exploring brain‐inspired synaptic devices has recently become a new focus of research in nanoelectronic communities. In this emerging field, incorporating 2D materials into three‐terminal synaptic transistors has brought various advantages. However, achieving a stable and long‐term weight‐modulation in these synaptic transistors, which are typically based on interface charge storage, is still a challenge due to the nature of their spontaneous relaxation. The application of an atomically thin fluorographene layer into the synaptic junction region suppresses this issue and improves the efficiency, tunability, and symmetry of the synaptic plasticity as well as establishing a stable weight‐regulation paradigm. These unique properties can be attributed to the dipolar rotation of CF in fluorographene. To obtain a better physical understanding, a vacancy‐dependent CF dipolar rotation model is proposed and supported by hysteresis analysis and density functional theory calculations. As proposed and demonstrated, the unique fluorographene‐based synaptic transistor may be a promising building block for constructing efficient neuromorphic computing hardware.
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