材料科学
神经形态工程学
光电子学
电介质
晶体管
薄膜晶体管
突触后电流
兴奋性突触后电位
电容器
纳米技术
电压
计算机科学
抑制性突触后电位
电气工程
人工神经网络
图层(电子)
神经科学
工程类
机器学习
生物
作者
Lingkai Li,Yan Shao,Xiaolin Wang,Xiaohan Wu,Wen-Jun Liu,David Wei Zhang,Shi‐Jin Ding
标识
DOI:10.1109/ted.2019.2951582
摘要
A neuromorphic electronic system requires the component devices to not only mimic typical synaptic behaviors but also be energy-efficient, together with excellent uniformity and tunable memory time. For this purpose, we fabricated amorphous In-Ga-Zn-O (a-IGZO) thin-film transistors with plasma-enhanced atomic layer deposition AlO x :H dielectrics, successfully demonstrating typical synaptic behaviors, such as excitatory and inhibitory postsynaptic current, pair-pules facilitation, dynamic filter, learning and forgetting abilities and spike-timing dependent plasticity. In particular, such synaptic transistors exhibit ultralow energy consumption down to 3.18 fJ per synaptic event and tunable extensive memory time ranging from 76.6 ms to at least thousands of seconds. The ultralow energy consumption is realized by electron trapping and releasing at and near the interface between a-IGZO channel and AlO x :H dielectric under low voltages. By adjusting the concentration of oxygen vacancy defects in the a-IGZO domain adjacent to the interface by means of changing the growth temperature of the AlOx:H dielectrics, the memory time of the device can be further tuned on a large scale. Device flexibility was also demonstrated by fabricating the synaptic transistors onto polymer substrates at room temperature.
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