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Short-Term Memory Dynamics of TiN/Ti/TiO(2)/SiO(x)/Si Resistive Random Access Memory

In this study, we investigated the synaptic functions of TiN/Ti/TiO(2)/SiO(x)/Si resistive random access memory for a neuromorphic computing system that can act as a substitute for the von-Neumann computing architecture. To process the data efficiently, it is necessary to coordinate the information...

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Detalles Bibliográficos
Autores principales: Cho, Hyojong, Kim, Sungjun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7559005/
https://www.ncbi.nlm.nih.gov/pubmed/32932656
http://dx.doi.org/10.3390/nano10091821
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author Cho, Hyojong
Kim, Sungjun
author_facet Cho, Hyojong
Kim, Sungjun
author_sort Cho, Hyojong
collection PubMed
description In this study, we investigated the synaptic functions of TiN/Ti/TiO(2)/SiO(x)/Si resistive random access memory for a neuromorphic computing system that can act as a substitute for the von-Neumann computing architecture. To process the data efficiently, it is necessary to coordinate the information that needs to be processed with short-term memory. In neural networks, short-term memory can play the role of retaining the response on temporary spikes for information filtering. In this study, the proposed complementary metal-oxide-semiconductor (CMOS)-compatible synaptic device mimics the potentiation and depression with varying pulse conditions similar to biological synapses in the nervous system. Short-term memory dynamics are demonstrated through pulse modulation at a set pulse voltage of −3.5 V and pulse width of 10 ms and paired-pulsed facilitation. Moreover, spike-timing-dependent plasticity with the change in synaptic weight is performed by the time difference between the pre- and postsynaptic neurons. The SiO(x) layer as a tunnel barrier on a Si substrate provides highly nonlinear current-voltage (I–V) characteristics in a low-resistance state, which is suitable for high-density synapse arrays. The results herein presented confirm the viability of implementing a CMOS-compatible neuromorphic chip.
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spelling pubmed-75590052020-10-26 Short-Term Memory Dynamics of TiN/Ti/TiO(2)/SiO(x)/Si Resistive Random Access Memory Cho, Hyojong Kim, Sungjun Nanomaterials (Basel) Article In this study, we investigated the synaptic functions of TiN/Ti/TiO(2)/SiO(x)/Si resistive random access memory for a neuromorphic computing system that can act as a substitute for the von-Neumann computing architecture. To process the data efficiently, it is necessary to coordinate the information that needs to be processed with short-term memory. In neural networks, short-term memory can play the role of retaining the response on temporary spikes for information filtering. In this study, the proposed complementary metal-oxide-semiconductor (CMOS)-compatible synaptic device mimics the potentiation and depression with varying pulse conditions similar to biological synapses in the nervous system. Short-term memory dynamics are demonstrated through pulse modulation at a set pulse voltage of −3.5 V and pulse width of 10 ms and paired-pulsed facilitation. Moreover, spike-timing-dependent plasticity with the change in synaptic weight is performed by the time difference between the pre- and postsynaptic neurons. The SiO(x) layer as a tunnel barrier on a Si substrate provides highly nonlinear current-voltage (I–V) characteristics in a low-resistance state, which is suitable for high-density synapse arrays. The results herein presented confirm the viability of implementing a CMOS-compatible neuromorphic chip. MDPI 2020-09-12 /pmc/articles/PMC7559005/ /pubmed/32932656 http://dx.doi.org/10.3390/nano10091821 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Cho, Hyojong
Kim, Sungjun
Short-Term Memory Dynamics of TiN/Ti/TiO(2)/SiO(x)/Si Resistive Random Access Memory
title Short-Term Memory Dynamics of TiN/Ti/TiO(2)/SiO(x)/Si Resistive Random Access Memory
title_full Short-Term Memory Dynamics of TiN/Ti/TiO(2)/SiO(x)/Si Resistive Random Access Memory
title_fullStr Short-Term Memory Dynamics of TiN/Ti/TiO(2)/SiO(x)/Si Resistive Random Access Memory
title_full_unstemmed Short-Term Memory Dynamics of TiN/Ti/TiO(2)/SiO(x)/Si Resistive Random Access Memory
title_short Short-Term Memory Dynamics of TiN/Ti/TiO(2)/SiO(x)/Si Resistive Random Access Memory
title_sort short-term memory dynamics of tin/ti/tio(2)/sio(x)/si resistive random access memory
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7559005/
https://www.ncbi.nlm.nih.gov/pubmed/32932656
http://dx.doi.org/10.3390/nano10091821
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