Cargando…

Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing

Many in-memory computing frameworks demand electronic devices with specific switching characteristics to achieve the desired level of computational complexity. Existing memristive devices cannot be reconfigured to meet the diverse volatile and non-volatile switching requirements, and hence rely on t...

Descripción completa

Detalles Bibliográficos
Autores principales: John, Rohit Abraham, Demirağ, Yiğit, Shynkarenko, Yevhen, Berezovska, Yuliia, Ohannessian, Natacha, Payvand, Melika, Zeng, Peng, Bodnarchuk, Maryna I., Krumeich, Frank, Kara, Gökhan, Shorubalko, Ivan, Nair, Manu V., Cooke, Graham A., Lippert, Thomas, Indiveri, Giacomo, Kovalenko, Maksym V.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9018677/
https://www.ncbi.nlm.nih.gov/pubmed/35440122
http://dx.doi.org/10.1038/s41467-022-29727-1
_version_ 1784689073626021888
author John, Rohit Abraham
Demirağ, Yiğit
Shynkarenko, Yevhen
Berezovska, Yuliia
Ohannessian, Natacha
Payvand, Melika
Zeng, Peng
Bodnarchuk, Maryna I.
Krumeich, Frank
Kara, Gökhan
Shorubalko, Ivan
Nair, Manu V.
Cooke, Graham A.
Lippert, Thomas
Indiveri, Giacomo
Kovalenko, Maksym V.
author_facet John, Rohit Abraham
Demirağ, Yiğit
Shynkarenko, Yevhen
Berezovska, Yuliia
Ohannessian, Natacha
Payvand, Melika
Zeng, Peng
Bodnarchuk, Maryna I.
Krumeich, Frank
Kara, Gökhan
Shorubalko, Ivan
Nair, Manu V.
Cooke, Graham A.
Lippert, Thomas
Indiveri, Giacomo
Kovalenko, Maksym V.
author_sort John, Rohit Abraham
collection PubMed
description Many in-memory computing frameworks demand electronic devices with specific switching characteristics to achieve the desired level of computational complexity. Existing memristive devices cannot be reconfigured to meet the diverse volatile and non-volatile switching requirements, and hence rely on tailored material designs specific to the targeted application, limiting their universality. “Reconfigurable memristors” that combine both ionic diffusive and drift mechanisms could address these limitations, but they remain elusive. Here we present a reconfigurable halide perovskite nanocrystal memristor that achieves on-demand switching between diffusive/volatile and drift/non-volatile modes by controllable electrochemical reactions. Judicious selection of the perovskite nanocrystals and organic capping ligands enable state-of-the-art endurance performances in both modes – volatile (2 × 10(6) cycles) and non-volatile (5.6 × 10(3) cycles). We demonstrate the relevance of such proof-of-concept perovskite devices on a benchmark reservoir network with volatile recurrent and non-volatile readout layers based on 19,900 measurements across 25 dynamically-configured devices.
format Online
Article
Text
id pubmed-9018677
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-90186772022-04-28 Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing John, Rohit Abraham Demirağ, Yiğit Shynkarenko, Yevhen Berezovska, Yuliia Ohannessian, Natacha Payvand, Melika Zeng, Peng Bodnarchuk, Maryna I. Krumeich, Frank Kara, Gökhan Shorubalko, Ivan Nair, Manu V. Cooke, Graham A. Lippert, Thomas Indiveri, Giacomo Kovalenko, Maksym V. Nat Commun Article Many in-memory computing frameworks demand electronic devices with specific switching characteristics to achieve the desired level of computational complexity. Existing memristive devices cannot be reconfigured to meet the diverse volatile and non-volatile switching requirements, and hence rely on tailored material designs specific to the targeted application, limiting their universality. “Reconfigurable memristors” that combine both ionic diffusive and drift mechanisms could address these limitations, but they remain elusive. Here we present a reconfigurable halide perovskite nanocrystal memristor that achieves on-demand switching between diffusive/volatile and drift/non-volatile modes by controllable electrochemical reactions. Judicious selection of the perovskite nanocrystals and organic capping ligands enable state-of-the-art endurance performances in both modes – volatile (2 × 10(6) cycles) and non-volatile (5.6 × 10(3) cycles). We demonstrate the relevance of such proof-of-concept perovskite devices on a benchmark reservoir network with volatile recurrent and non-volatile readout layers based on 19,900 measurements across 25 dynamically-configured devices. Nature Publishing Group UK 2022-04-19 /pmc/articles/PMC9018677/ /pubmed/35440122 http://dx.doi.org/10.1038/s41467-022-29727-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
John, Rohit Abraham
Demirağ, Yiğit
Shynkarenko, Yevhen
Berezovska, Yuliia
Ohannessian, Natacha
Payvand, Melika
Zeng, Peng
Bodnarchuk, Maryna I.
Krumeich, Frank
Kara, Gökhan
Shorubalko, Ivan
Nair, Manu V.
Cooke, Graham A.
Lippert, Thomas
Indiveri, Giacomo
Kovalenko, Maksym V.
Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing
title Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing
title_full Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing
title_fullStr Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing
title_full_unstemmed Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing
title_short Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing
title_sort reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9018677/
https://www.ncbi.nlm.nih.gov/pubmed/35440122
http://dx.doi.org/10.1038/s41467-022-29727-1
work_keys_str_mv AT johnrohitabraham reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT demiragyigit reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT shynkarenkoyevhen reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT berezovskayuliia reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT ohannessiannatacha reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT payvandmelika reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT zengpeng reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT bodnarchukmarynai reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT krumeichfrank reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT karagokhan reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT shorubalkoivan reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT nairmanuv reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT cookegrahama reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT lippertthomas reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT indiverigiacomo reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing
AT kovalenkomaksymv reconfigurablehalideperovskitenanocrystalmemristorsforneuromorphiccomputing