Acta Physica Sinica, Volume. 68, Issue 23, 238501-1(2019)

Design of novel memristor-based neuromorphic circuit and its application in classical conditioning

Wei Xu, Yu-Qi Wang, Yue-Feng Li, Fei Gao, Miao-Cheng Zhang, Xiao-Juan Lian, Xiang Wan, Jian Xiao*, and Yi Tong*
Figures & Tables(5)
(a) The device structure and measurement of Cu/MXene/SiO2/W memristor; (b) surface structure of memristor under metallographic microscope; (c) the scanning electron microscope result of two-dimensional material MXene; (d) the physical mechanism of the Cu/MXene/SiO2/W memristor under positive voltagestimulus; (e) the neurotransmitter transfer between pre- and postsynaptic membrane after stimulus.(a) Cu/MXene/SiO2/W忆阻器结构及电学测试示意图; (b)二维材料MXene的扫描电镜图; (b) 金相显微镜下忆阻器表面结构; (d)正向偏压下器件工作机理示意图; (e)受到刺激信号, 突触前膜、突触后膜之间神经递质迁移示意图
(a) Memristor model reported by HP group; (b) the fitting of experimental data and the simulation data.(a)惠普研究小组提出的忆阻器模型; (b)忆阻器模型仿真数据与实验测试数据拟合
Neuromorphic circuitry for the emulation of classical conditioning.实现条件反射的神经形态电路
(a) The signals inputted into the circuit and corresponding output waveform, respectively; (b) the change of current flowing through the memristor against timeduring DC voltage sweeping; (c) the change of current through the memristor Ma during training process.(a)仿真过程施加的信号以及各自对应的结果图; (b)对电路中忆阻器模型进行直流电压扫描, 流经忆阻器的电流随仿真时间的变化; (c)训练过程中, 流经忆阻器Ma的电流随时间的变化
  • Table 1. Key modeling parameters.

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    Table 1. Key modeling parameters.

    开启电阻截止电阻有源区长度离子迁移率窗函数参数
    ${R_{{\rm{on}}}}/\Omega $${R_{{\rm{off}}}}/\Omega $D/m uvx0y0pm
    3.7 × 1021.9 × 1043.0 × 10–83.0 × 10–130.30.730100
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Wei Xu, Yu-Qi Wang, Yue-Feng Li, Fei Gao, Miao-Cheng Zhang, Xiao-Juan Lian, Xiang Wan, Jian Xiao, Yi Tong. Design of novel memristor-based neuromorphic circuit and its application in classical conditioning[J]. Acta Physica Sinica, 2019, 68(23): 238501-1

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Paper Information

Received: Jul. 4, 2019

Accepted: --

Published Online: Sep. 17, 2020

The Author Email: Yi Tong (tongyi@njupt.edu.cn)

DOI:10.7498/aps.68.20191023

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