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Characterization and Modeling of Nonfilamentary Ta/TaO(x)/TiO(2)/Ti Analog Synaptic Device

A two-terminal analog synaptic device that precisely emulates biological synaptic features is expected to be a critical component for future hardware-based neuromorphic computing. Typical synaptic devices based on filamentary resistive switching face severe limitations on the implementation of concu...

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Autores principales: Wang, Yu-Fen, Lin, Yen-Chuan, Wang, I-Ting, Lin, Tzu-Ping, Hou, Tuo-Hung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4424833/
https://www.ncbi.nlm.nih.gov/pubmed/25955658
http://dx.doi.org/10.1038/srep10150
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author Wang, Yu-Fen
Lin, Yen-Chuan
Wang, I-Ting
Lin, Tzu-Ping
Hou, Tuo-Hung
author_facet Wang, Yu-Fen
Lin, Yen-Chuan
Wang, I-Ting
Lin, Tzu-Ping
Hou, Tuo-Hung
author_sort Wang, Yu-Fen
collection PubMed
description A two-terminal analog synaptic device that precisely emulates biological synaptic features is expected to be a critical component for future hardware-based neuromorphic computing. Typical synaptic devices based on filamentary resistive switching face severe limitations on the implementation of concurrent inhibitory and excitatory synapses with low conductance and state fluctuation. For overcoming these limitations, we propose a Ta/TaO(x)/TiO(2)/Ti device with superior analog synaptic features. A physical simulation based on the homogeneous (nonfilamentary) barrier modulation induced by oxygen ion migration accurately reproduces various DC and AC evolutions of synaptic states, including the spike-timing-dependent plasticity and paired-pulse facilitation. Furthermore, a physics-based compact model for facilitating circuit-level design is proposed on the basis of the general definition of memristor devices. This comprehensive experimental and theoretical study of the promising electronic synapse can facilitate realizing large-scale neuromorphic systems.
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spelling pubmed-44248332015-05-13 Characterization and Modeling of Nonfilamentary Ta/TaO(x)/TiO(2)/Ti Analog Synaptic Device Wang, Yu-Fen Lin, Yen-Chuan Wang, I-Ting Lin, Tzu-Ping Hou, Tuo-Hung Sci Rep Article A two-terminal analog synaptic device that precisely emulates biological synaptic features is expected to be a critical component for future hardware-based neuromorphic computing. Typical synaptic devices based on filamentary resistive switching face severe limitations on the implementation of concurrent inhibitory and excitatory synapses with low conductance and state fluctuation. For overcoming these limitations, we propose a Ta/TaO(x)/TiO(2)/Ti device with superior analog synaptic features. A physical simulation based on the homogeneous (nonfilamentary) barrier modulation induced by oxygen ion migration accurately reproduces various DC and AC evolutions of synaptic states, including the spike-timing-dependent plasticity and paired-pulse facilitation. Furthermore, a physics-based compact model for facilitating circuit-level design is proposed on the basis of the general definition of memristor devices. This comprehensive experimental and theoretical study of the promising electronic synapse can facilitate realizing large-scale neuromorphic systems. Nature Publishing Group 2015-05-08 /pmc/articles/PMC4424833/ /pubmed/25955658 http://dx.doi.org/10.1038/srep10150 Text en Copyright © 2015, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Wang, Yu-Fen
Lin, Yen-Chuan
Wang, I-Ting
Lin, Tzu-Ping
Hou, Tuo-Hung
Characterization and Modeling of Nonfilamentary Ta/TaO(x)/TiO(2)/Ti Analog Synaptic Device
title Characterization and Modeling of Nonfilamentary Ta/TaO(x)/TiO(2)/Ti Analog Synaptic Device
title_full Characterization and Modeling of Nonfilamentary Ta/TaO(x)/TiO(2)/Ti Analog Synaptic Device
title_fullStr Characterization and Modeling of Nonfilamentary Ta/TaO(x)/TiO(2)/Ti Analog Synaptic Device
title_full_unstemmed Characterization and Modeling of Nonfilamentary Ta/TaO(x)/TiO(2)/Ti Analog Synaptic Device
title_short Characterization and Modeling of Nonfilamentary Ta/TaO(x)/TiO(2)/Ti Analog Synaptic Device
title_sort characterization and modeling of nonfilamentary ta/tao(x)/tio(2)/ti analog synaptic device
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4424833/
https://www.ncbi.nlm.nih.gov/pubmed/25955658
http://dx.doi.org/10.1038/srep10150
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