Threshold Switching Memristor Based on 2D SnSe for Nociceptive and Leaky-Integrate and Fire Neuron Simulation

被引:7
|
作者
Qin, Yuwei [1 ]
Wu, Mengfan [1 ]
Yu, Niannian [1 ]
Chen, Ziqi [2 ]
Yuan, Junhui [1 ]
Wang, Jiafu [1 ]
机构
[1] Wuhan Univ Sci & Technol, Sch Sci, Wuhan 430070, Peoples R China
[2] Jianghan Univ, Sch Artificial Intelligence, Wuhan 430056, Peoples R China
基金
中国国家自然科学基金;
关键词
2D material; threshold switching; stochasticLIF neuron; nociceptor; spike neuron network; ENERGY; MODEL;
D O I
10.1021/acsaelm.4c00482
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Multifunctional neuromorphic devices to tackle complex tasks are highly desirable for the development of artificial neural networks. Threshold switching (TS) memory, which exhibits volatile abrupt resistance change under external electric fields, is capable of emulating multiple biological behaviors because of its rich temporal dynamics. Here, a TS device based on two-dimensional (2D) SnSe is demonstrated. Owing to the diffusive dynamics of Ag ions in SnSe, intrinsic stochasticity of the TS behavior is observed, which can be exploited to construct a compact stochastic Leaky-Integrate and Fire (LIF) model with improved performance in spiking neuron network (SNN). Moreover, an artificial nociceptor is constructed based on the 2D TS device, successfully emulating typical nociceptive features of "threshold", "relaxation", "no adaptation", "hyperalgesia" and "allodynia". The realization of bioinspired devices with combined sensory and information processing abilities paves the way for developing neuromorphic electronics for SNN and humanoid robots.
引用
收藏
页码:4939 / 4947
页数:9
相关论文
共 27 条
  • [1] Nanolayered NbO2-Based Dynamic Memristor for Leaky Integrate and Fire Neuron
    Wang, Yongzhou
    Wang, Wei
    Xu, Hui
    Liu, Sen
    Cao, Rongrong
    Sun, Yi
    Tong, Peiwen
    Song, Bing
    Li, Qingjiang
    ACS APPLIED NANO MATERIALS, 2024, 7 (09) : 10679 - 10689
  • [2] 2D MoS2-Based Threshold Switching Memristor for Artificial Neuron
    Dev, Durjoy
    Krishnaprasad, Adithi
    Shawkat, Mashiyat S.
    He, Zhezhi
    Das, Sonali
    Fan, Deliang
    Chung, Hee-Suk
    Jung, Yeonwoong
    Roy, Tania
    IEEE ELECTRON DEVICE LETTERS, 2020, 41 (06) : 936 - 939
  • [3] 2D MoS2-Based Threshold Switching Memristor for Artificial Neuron
    Dev, Durjoy
    Krishnaprasad, Adithi
    Shawkat, Mashiyat S.
    He, Zhezhi
    Das, Sonali
    Fan, Deliang
    Chung, Hee-Suk
    Jung, Yeonwoong
    Roy, Tania
    IEEE Electron Device Letters, 2020, 41 (06): : 936 - 939
  • [4] A Monolayer Leaky Integrate-and-Fire Neuron for 2D Memristive Neuromorphic Networks
    Hao, Song
    Ji, Xinglong
    Zhong, Shuai
    Pang, Khin Yin
    Lim, Kian Guan
    Chong, Tow Chong
    Zhao, Rong
    ADVANCED ELECTRONIC MATERIALS, 2020, 6 (04)
  • [5] A Memristor-Based Leaky Integrate-and-Fire Artificial Neuron With Tunable Performance
    Lin, Jiaming
    Ye, Weixi
    Zhang, Xianghong
    Lian, Qiming
    Wu, Shengyuan
    Guo, Tailiang
    Chen, Huipeng
    IEEE ELECTRON DEVICE LETTERS, 2022, 43 (08) : 1231 - 1234
  • [6] A tunable leaky integrate-and-fire neuron based on one neuromorphic transistor and one memristor
    Mao, Huiwu
    Zhu, Yixin
    Ke, Shuo
    Zhu, Ying
    Shi, Kailu
    Wang, Xiangjing
    Wan, Changjin
    Wan, Qing
    APPLIED PHYSICS LETTERS, 2023, 123 (01)
  • [7] Proposal for a Leaky-Integrate-Fire Spiking Neuron Based on Magnetoelectric Switching of Ferromagnets
    Jaiswal, Akhilesh
    Roy, Sourjya
    Srinivasan, Gopalakrishnan
    Roy, Kaushik
    IEEE TRANSACTIONS ON ELECTRON DEVICES, 2017, 64 (04) : 1818 - 1824
  • [8] A Temperature Sensory Leaky Integrate-and-Fire Artificial Neuron Based on Chitosan/PNIPAM Bilayer Volatile Complementary Resistive Switching Memristor
    Sun, Yanmei
    Liu, Ming
    Li, Bingxun
    SMALL, 2024, 20 (46)
  • [9] A Stacked Memristive Device Enabling Both Analog and Threshold Switching Behaviors for Artificial Leaky Integrate and Fire Neuron
    Bian, Jingyao
    Tao, Ye
    Wang, Zhongqiang
    Zhang, Xiaohan
    Zhao, Xiaoning
    Lin, Ya
    Xu, Haiyang
    Liu, Yichun
    IEEE ELECTRON DEVICE LETTERS, 2022, 43 (09) : 1436 - 1439
  • [10] A Leaky Integrate-and-Fire Neuron Based on Hexagonal Boron Nitride (h-BN) Monocrystalline Memristor
    Qian, Fangsheng
    Chen, Ruo-Si
    Wang, Ruopeng
    Wang, Junjie
    Xie, Peng
    Mao, Jing-Yu
    Lv, Ziyu
    Ye, Shenghao
    Yang, Jia-Qin
    Wang, Zhanpeng
    Zhou, Ye
    Han, Su-Ting
    IEEE TRANSACTIONS ON ELECTRON DEVICES, 2022, 69 (11) : 6049 - 6056