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author:

Wan, Jiandong (Wan, Jiandong.) [1] | Qiu, Wenbiao (Qiu, Wenbiao.) [2] | Lai, Yunfeng (Lai, Yunfeng.) [3] | Lin, Peijie (Lin, Peijie.) [4] | Zheng, Qiao (Zheng, Qiao.) [5] | Yu, Jinling (Yu, Jinling.) [6] | Cheng, Shuying (Cheng, Shuying.) [7] | Zhang, Haizhong (Zhang, Haizhong.) [8]

Indexed by:

EI

Abstract:

Nanomaterial-based memristors with analog resistive switching properties are used in the study of electronic synapses, providing information on both nanoscale device physics and low-power neuromorphic computing applications. Here, a memristor based on individual ZnO nanowires is prepared to study synaptic learning rules. Hebbian plasticity modulation is achieved with the co-application of pre- and post-synaptic spikes by tuning the temporal difference, spike frequency and voltage amplitude. Additionally, synaptic saturation is observed to stabilize the growth of synaptic weights. Plasma treatment of the memristors was performed to investigate its effects on synaptic plasticity and conductance modulation linearity during resistive switching. Plasma treatment allowed gradual conductance modulation of the memristor to be obtained, with improved conductance modulation linearity, suggesting that the memristor is capable of implementing synaptic plasticity to serve learning and memory. It was observed that the plasma treatment could also extend synaptic weight changes (Δw) to enhance learning capability and accelerate the learning speed of the electronic synapse, which might open up a route for modifying the characteristics of an electronic synapse. Synaptic learning and forgetting behavior are effectively simulated with re-learning of forgotten information at a much faster rate. © 2019 IOP Publishing Ltd.

Keyword:

II-VI semiconductors Memristors Modulation Nanowires Oxide minerals Plasma applications Plasticity testing Zinc oxide

Community:

  • [ 1 ] [Wan, Jiandong]School of Physics and Information Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 2 ] [Qiu, Wenbiao]School of Physics and Information Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 3 ] [Lai, Yunfeng]School of Physics and Information Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 4 ] [Lai, Yunfeng]Jiangsu Collaborative Innovation Center of Photovoltaic Science and Engineering, Jiangsu Province, Changzhou; 213164, China
  • [ 5 ] [Lin, Peijie]School of Physics and Information Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 6 ] [Lin, Peijie]Jiangsu Collaborative Innovation Center of Photovoltaic Science and Engineering, Jiangsu Province, Changzhou; 213164, China
  • [ 7 ] [Zheng, Qiao]School of Physics and Information Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 8 ] [Zheng, Qiao]Jiangsu Collaborative Innovation Center of Photovoltaic Science and Engineering, Jiangsu Province, Changzhou; 213164, China
  • [ 9 ] [Yu, Jinling]School of Physics and Information Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 10 ] [Yu, Jinling]Jiangsu Collaborative Innovation Center of Photovoltaic Science and Engineering, Jiangsu Province, Changzhou; 213164, China
  • [ 11 ] [Cheng, Shuying]School of Physics and Information Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 12 ] [Cheng, Shuying]Jiangsu Collaborative Innovation Center of Photovoltaic Science and Engineering, Jiangsu Province, Changzhou; 213164, China
  • [ 13 ] [Zhang, Haizhong]50 Nanyang Avenue, Nanyang Technological University, Singapore; 639798, Singapore

Reprint 's Address:

  • [lai, yunfeng]school of physics and information engineering, fuzhou university, fuzhou; 350108, china;;[lai, yunfeng]jiangsu collaborative innovation center of photovoltaic science and engineering, jiangsu province, changzhou; 213164, china

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Source :

Journal of Physics D: Applied Physics

ISSN: 0022-3727

Year: 2020

Issue: 5

Volume: 53

3 . 2 0 7

JCR@2020

3 . 1 0 0

JCR@2023

ESI HC Threshold:115

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 9

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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