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All Solution-Processed Inorganic, Multilevel Memristors Utilizing Liquid Metals Electrodes Suitable for Analog Computing
[Image: see text] Herein, we report a solution-processable memristive device based on bismuth vanadate (BiVO(4)) and titanium dioxide (TiO(2)) with gallium-based eutectic gallium–indium (EGaIn) and gallium–indium-tin alloy (GaInSn) liquid metal as the top electrode. Scanning electron microscopy (SEM...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9670282/ https://www.ncbi.nlm.nih.gov/pubmed/36406554 http://dx.doi.org/10.1021/acsomega.2c03893 |
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author | Zaheer, Muhammad Bacha, Aziz-Ur-Rahim Nabi, Iqra Lan, Jun Wang, Wenhui Shen, Mei Chen, Kai Zhang, Guobiao Zhou, Feichi Lin, Longyang Irshad, Muhammad Faridullah, Faridullah Arifeen, Awais Li, Yida |
author_facet | Zaheer, Muhammad Bacha, Aziz-Ur-Rahim Nabi, Iqra Lan, Jun Wang, Wenhui Shen, Mei Chen, Kai Zhang, Guobiao Zhou, Feichi Lin, Longyang Irshad, Muhammad Faridullah, Faridullah Arifeen, Awais Li, Yida |
author_sort | Zaheer, Muhammad |
collection | PubMed |
description | [Image: see text] Herein, we report a solution-processable memristive device based on bismuth vanadate (BiVO(4)) and titanium dioxide (TiO(2)) with gallium-based eutectic gallium–indium (EGaIn) and gallium–indium-tin alloy (GaInSn) liquid metal as the top electrode. Scanning electron microscopy (SEM) shows the formation of a nonporous structure of BiVO(4) and TiO(2) for efficient resistive switching. Additionally, the gallium-based liquid metal (GLM)-contacted memristors exhibit stable memristor behavior over a wide temperature range from −10 to +90 °C. Gallium atoms in the liquid metal play an important role in the conductive filament formation as well as the device’s operation stability as elucidated by I–V characteristics. The synaptic behavior of the GLM-memristors was characterized, with excellent long-term potentiation (LTP) and long-term depression (LTD) linearity. Using the performance of our device in a multilayer perceptron (MLP) network, a ∼90% accuracy in the handwriting recognition of modified national institute of standards and technology database (MNIST) was achieved. Our findings pave a path for solution-processed/GLM-based memristors which can be used in neuromorphic applications on flexible substrates in a harsh environment. |
format | Online Article Text |
id | pubmed-9670282 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-96702822022-11-18 All Solution-Processed Inorganic, Multilevel Memristors Utilizing Liquid Metals Electrodes Suitable for Analog Computing Zaheer, Muhammad Bacha, Aziz-Ur-Rahim Nabi, Iqra Lan, Jun Wang, Wenhui Shen, Mei Chen, Kai Zhang, Guobiao Zhou, Feichi Lin, Longyang Irshad, Muhammad Faridullah, Faridullah Arifeen, Awais Li, Yida ACS Omega [Image: see text] Herein, we report a solution-processable memristive device based on bismuth vanadate (BiVO(4)) and titanium dioxide (TiO(2)) with gallium-based eutectic gallium–indium (EGaIn) and gallium–indium-tin alloy (GaInSn) liquid metal as the top electrode. Scanning electron microscopy (SEM) shows the formation of a nonporous structure of BiVO(4) and TiO(2) for efficient resistive switching. Additionally, the gallium-based liquid metal (GLM)-contacted memristors exhibit stable memristor behavior over a wide temperature range from −10 to +90 °C. Gallium atoms in the liquid metal play an important role in the conductive filament formation as well as the device’s operation stability as elucidated by I–V characteristics. The synaptic behavior of the GLM-memristors was characterized, with excellent long-term potentiation (LTP) and long-term depression (LTD) linearity. Using the performance of our device in a multilayer perceptron (MLP) network, a ∼90% accuracy in the handwriting recognition of modified national institute of standards and technology database (MNIST) was achieved. Our findings pave a path for solution-processed/GLM-based memristors which can be used in neuromorphic applications on flexible substrates in a harsh environment. American Chemical Society 2022-10-05 /pmc/articles/PMC9670282/ /pubmed/36406554 http://dx.doi.org/10.1021/acsomega.2c03893 Text en © 2022 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by-nc-nd/4.0/Permits non-commercial access and re-use, provided that author attribution and integrity are maintained; but does not permit creation of adaptations or other derivative works (https://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Zaheer, Muhammad Bacha, Aziz-Ur-Rahim Nabi, Iqra Lan, Jun Wang, Wenhui Shen, Mei Chen, Kai Zhang, Guobiao Zhou, Feichi Lin, Longyang Irshad, Muhammad Faridullah, Faridullah Arifeen, Awais Li, Yida All Solution-Processed Inorganic, Multilevel Memristors Utilizing Liquid Metals Electrodes Suitable for Analog Computing |
title | All Solution-Processed
Inorganic, Multilevel Memristors
Utilizing Liquid Metals Electrodes Suitable for Analog Computing |
title_full | All Solution-Processed
Inorganic, Multilevel Memristors
Utilizing Liquid Metals Electrodes Suitable for Analog Computing |
title_fullStr | All Solution-Processed
Inorganic, Multilevel Memristors
Utilizing Liquid Metals Electrodes Suitable for Analog Computing |
title_full_unstemmed | All Solution-Processed
Inorganic, Multilevel Memristors
Utilizing Liquid Metals Electrodes Suitable for Analog Computing |
title_short | All Solution-Processed
Inorganic, Multilevel Memristors
Utilizing Liquid Metals Electrodes Suitable for Analog Computing |
title_sort | all solution-processed
inorganic, multilevel memristors
utilizing liquid metals electrodes suitable for analog computing |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9670282/ https://www.ncbi.nlm.nih.gov/pubmed/36406554 http://dx.doi.org/10.1021/acsomega.2c03893 |
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