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Programmable electronic synapse and nonvolatile resistive switches using MoS(2) quantum dots

Brain-inspired computation that mimics the coordinated functioning of neural networks through multitudes of synaptic connections is deemed to be the future of computation to overcome the classical von Neumann bottleneck. The future artificial intelligence circuits require scalable electronic synapse...

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Autores principales: Thomas, Anna, Resmi, A. N., Ganguly, Akash, Jinesh, K. B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7381601/
https://www.ncbi.nlm.nih.gov/pubmed/32709849
http://dx.doi.org/10.1038/s41598-020-68822-5
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author Thomas, Anna
Resmi, A. N.
Ganguly, Akash
Jinesh, K. B.
author_facet Thomas, Anna
Resmi, A. N.
Ganguly, Akash
Jinesh, K. B.
author_sort Thomas, Anna
collection PubMed
description Brain-inspired computation that mimics the coordinated functioning of neural networks through multitudes of synaptic connections is deemed to be the future of computation to overcome the classical von Neumann bottleneck. The future artificial intelligence circuits require scalable electronic synapse (e-synapses) with very high bit densities and operational speeds. In this respect, nanostructures of two-dimensional materials serve the purpose and offer the scalability of the devices in lateral and vertical dimensions. In this work, we report the nonvolatile bipolar resistive switching and neuromorphic behavior of molybdenum disulfide (MoS(2)) quantum dots (QD) synthesized using liquid-phase exfoliation method. The ReRAM devices exhibit good resistive switching with an On–Off ratio of 10(4), with excellent endurance and data retention at a smaller read voltage as compared to the existing MoS(2) based memory devices. Besides, we have demonstrated the e-synapse based on MoS(2) QD. Similar to our biological synapse, Paired Pulse Facilitation / Depression of short-term memory has been observed in these MoS(2) QD based e-synapse devices. This work suggests that MoS(2) QD has potential applications in ultra-high-density storage as well as artificial intelligence circuitry in a cost-effective way.
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spelling pubmed-73816012020-07-28 Programmable electronic synapse and nonvolatile resistive switches using MoS(2) quantum dots Thomas, Anna Resmi, A. N. Ganguly, Akash Jinesh, K. B. Sci Rep Article Brain-inspired computation that mimics the coordinated functioning of neural networks through multitudes of synaptic connections is deemed to be the future of computation to overcome the classical von Neumann bottleneck. The future artificial intelligence circuits require scalable electronic synapse (e-synapses) with very high bit densities and operational speeds. In this respect, nanostructures of two-dimensional materials serve the purpose and offer the scalability of the devices in lateral and vertical dimensions. In this work, we report the nonvolatile bipolar resistive switching and neuromorphic behavior of molybdenum disulfide (MoS(2)) quantum dots (QD) synthesized using liquid-phase exfoliation method. The ReRAM devices exhibit good resistive switching with an On–Off ratio of 10(4), with excellent endurance and data retention at a smaller read voltage as compared to the existing MoS(2) based memory devices. Besides, we have demonstrated the e-synapse based on MoS(2) QD. Similar to our biological synapse, Paired Pulse Facilitation / Depression of short-term memory has been observed in these MoS(2) QD based e-synapse devices. This work suggests that MoS(2) QD has potential applications in ultra-high-density storage as well as artificial intelligence circuitry in a cost-effective way. Nature Publishing Group UK 2020-07-24 /pmc/articles/PMC7381601/ /pubmed/32709849 http://dx.doi.org/10.1038/s41598-020-68822-5 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Thomas, Anna
Resmi, A. N.
Ganguly, Akash
Jinesh, K. B.
Programmable electronic synapse and nonvolatile resistive switches using MoS(2) quantum dots
title Programmable electronic synapse and nonvolatile resistive switches using MoS(2) quantum dots
title_full Programmable electronic synapse and nonvolatile resistive switches using MoS(2) quantum dots
title_fullStr Programmable electronic synapse and nonvolatile resistive switches using MoS(2) quantum dots
title_full_unstemmed Programmable electronic synapse and nonvolatile resistive switches using MoS(2) quantum dots
title_short Programmable electronic synapse and nonvolatile resistive switches using MoS(2) quantum dots
title_sort programmable electronic synapse and nonvolatile resistive switches using mos(2) quantum dots
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7381601/
https://www.ncbi.nlm.nih.gov/pubmed/32709849
http://dx.doi.org/10.1038/s41598-020-68822-5
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