Literature DB >> 29985576

Synaptic Plasticity and Metaplasticity of Biological Synapse Realized in a KNbO3 Memristor for Application to Artificial Synapse.

Tae-Ho Lee, Hyun-Gyu Hwang, Jong-Un Woo, Dae-Hyeon Kim, Tae-Wook Kim1, Sahn Nahm.   

Abstract

Amorphous KNbO3 (KN) films were grown on a TiN/SiO2/Si substrate to synthesize a KN memristor as a potential artificial synapse. The Pt/KN/TiN memristor exhibited typical and reliable bipolar switching behavior with multiple resistance levels. It also showed the transmission properties of a biological synapse, with a good conductance modulation linearity. Moreover, the KN memristor can emulate various biological synaptic plasticity characteristics including short-term plasticity, long-term plasticity, spike-rate dependent plasticity, paired-pulse facilitation, and post-tetanic potentiation by controlling the number and rate of the potentiation spike. Spike-timing-dependent plasticity (STDP), which is an essential property of biological synapses, is also realized in the KN memristor. The synaptic plasticity of the KN memristor can be explained by oxygen vacancy movement and oxygen vacancy filaments. The metaplasticity of biological synapses was also implemented in the KN memristor, including the metaplasticity of long-term potentiation and depression, and of STDP. Therefore, the KN memristor could be used as an artificial synapse in neuromorphic computing systems.

Entities:  

Keywords:  amorphous KNbO3 films; artificial synapse; memristor; neuromorphic computing; synaptic metaplasticity

Year:  2018        PMID: 29985576     DOI: 10.1021/acsami.8b04550

Source DB:  PubMed          Journal:  ACS Appl Mater Interfaces        ISSN: 1944-8244            Impact factor:   9.229


  4 in total

1.  Palimpsest memories stored in memristive synapses.

Authors:  Christos Giotis; Alexander Serb; Vasileios Manouras; Spyros Stathopoulos; Themis Prodromakis
Journal:  Sci Adv       Date:  2022-06-22       Impact factor: 14.957

2.  Synaptic metaplasticity in binarized neural networks.

Authors:  Axel Laborieux; Maxence Ernoult; Tifenn Hirtzlin; Damien Querlioz
Journal:  Nat Commun       Date:  2021-05-05       Impact factor: 14.919

3.  A Smarter Pavlovian Dog with Optically Modulated Associative Learning in an Organic Ferroelectric Neuromem.

Authors:  Mengjiao Pei; Changjin Wan; Qiong Chang; Jianhang Guo; Sai Jiang; Bowen Zhang; Xinran Wang; Yi Shi; Yun Li
Journal:  Research (Wash D C)       Date:  2021-12-20

4.  A dual mode electronic synapse based on layered SnSe films fabricated by pulsed laser deposition.

Authors:  Xinxin Chen; Chun-Hung Suen; Hei-Man Yau; Feichi Zhou; Yang Chai; Xiaodan Tang; Xiaoyuan Zhou; Nicolas Onofrio; Ji-Yan Dai
Journal:  Nanoscale Adv       Date:  2020-01-20
  4 in total

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