Mimicking the spike-timing dependent plasticity in HfO2-based memristors at multiple time scales

被引:17
作者
Maestro-Izquierdo, M. [1 ]
Gonzalez, M. B. [1 ]
Campabadal, F. [1 ]
机构
[1] IMB CNM CSIC, Inst Microelect Barcelona, Campus UAB, Bellaterra 08193, Spain
关键词
Electronic synapses; HfO2; Memristor; Resistive switching; Spike-timing dependent plasticity (STDP); Time scale; RRAM DEVICES; SYNAPSES;
D O I
10.1016/j.mee.2019.111014
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
In this work, TiN/Ti/HfO2/W memristors have been investigated to mimic the spike-time dependent plasticity (STDP) of biological synapses at multiple time scales. For this purpose, a smart software tool has been implemented to control the instrumentation and to perform a dedicated ultra-fast pulsed characterization. Different time scales, from tens of milliseconds to hundreds of nanoseconds, have been explored to emulate the STDP learning rule in electronic synapses. The impact of such times on the synaptic weight potentiation and depression characteristics has also been discussed.
引用
收藏
页数:5
相关论文
共 39 条
  • [11] Neural connectivity inference with spike-timing dependent plasticity network
    John Moon
    Yuting Wu
    Xiaojian Zhu
    Wei D. Lu
    [J]. Science China Information Sciences, 2021, 64
  • [12] Total Ionizing Dose Effects on HfO2-based Memristors
    Martin-Holgado, Pedro
    Maestro-Izquierdo, Marcos
    Gonzalez, Mireia B.
    Morilla, Yolanda
    Campabadal, Francesca
    [J]. 2020 20TH EUROPEAN CONFERENCE ON RADIATION AND ITS EFFECTS ON COMPONENTS AND SYSTEMS (RADECS 2020), 2022, : 32 - 35
  • [13] Synaptic Properties of Geopolymer Memristors: Synaptic Plasticity, Spike-Rate-Dependent Plasticity, and Spike-Timing-Dependent Plasticity
    Shakib, Mahmudul Alam
    Gao, Zhaolin
    Lamuta, Caterina
    [J]. ACS APPLIED ELECTRONIC MATERIALS, 2023, 5 (09) : 4875 - 4884
  • [14] Spin-orbit torque induced spike-timing dependent plasticity
    Sengupta, Abhronil
    Al Azim, Zubair
    Fong, Xuanyao
    Roy, Kaushik
    [J]. APPLIED PHYSICS LETTERS, 2015, 106 (09)
  • [15] Resistive switching and synaptic plasticity in HfO2-based memristors with single-layer and bilayer structures
    Duan, Qingxi
    Xu, Liying
    Zhu, Jiadi
    Sun, Xinhao
    Yang, Yuchao
    Huang, Ru
    [J]. 2018 CHINA SEMICONDUCTOR TECHNOLOGY INTERNATIONAL CONFERENCE (CSTIC), 2018,
  • [16] Reset transition in HfO2-Based memristors using a constant power signal
    Garcia, Hector
    Vinuesa, Guillermo
    Gonzalez, Mireia B.
    Campabadal, Francesca
    Castan, Helena
    Duenas, Salvador
    [J]. MATERIALS SCIENCE IN SEMICONDUCTOR PROCESSING, 2025, 186
  • [17] Oscillations via Spike-Timing Dependent Plasticity in a Feed-Forward Model
    Luz, Yotam
    Shamir, Maoz
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2016, 12 (04)
  • [18] Emulation of spike-timing dependent plasticity in nano-scale phase change memory
    Kang, Dae-Hwan
    Jun, Hyun-Goo
    Ryoo, Kyung-Chang
    Jeong, Hongsik
    Sohn, Hyunchul
    [J]. NEUROCOMPUTING, 2015, 155 : 153 - 158
  • [19] Behavioral modeling of multilevel HfO2-based memristors for neuromorphic circuit simulation
    Perez-Avila, Antonio J.
    Gonzalez-Cordero, Gerardo
    Perez, Eduardo
    Quesada, Emilio Perez-Bosch
    Mahadevaiah, Mamathamba Kalishettyhalli
    Wenger, Christian
    Roldan, Juan B.
    Jimenez-Molinos, Francisco
    [J]. 2020 XXXV CONFERENCE ON DESIGN OF CIRCUITS AND INTEGRATED SYSTEMS (DCIS), 2020,
  • [20] A neuromorphic implementation of multiple spike-timing synaptic plasticity rules for large-scale neural networks
    Wang, Runchun M.
    Hamilton, Tara J.
    Tapson, Jonathan C.
    van Schaik, Andre
    [J]. FRONTIERS IN NEUROSCIENCE, 2015, 9