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A newly developed transparent and flexible one-transistor memory device using advanced nanomaterials for medical and artificial intelligence applications

Background: Artificial intelligence (AI) integrated circuits (IC) have memory devices as the key component. Due to more complex algorithms and architectures required by neuroscience and other medical applications, various memory structures have been widely proposed and investigated by involving nano...

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Autores principales: Dai, Mingzhi, Hu, Yongbin, Huo, Changhe, Webster, Thomas J, Guo, Liqiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Dove 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6662165/
https://www.ncbi.nlm.nih.gov/pubmed/31413569
http://dx.doi.org/10.2147/IJN.S200581
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author Dai, Mingzhi
Hu, Yongbin
Huo, Changhe
Webster, Thomas J
Guo, Liqiang
author_facet Dai, Mingzhi
Hu, Yongbin
Huo, Changhe
Webster, Thomas J
Guo, Liqiang
author_sort Dai, Mingzhi
collection PubMed
description Background: Artificial intelligence (AI) integrated circuits (IC) have memory devices as the key component. Due to more complex algorithms and architectures required by neuroscience and other medical applications, various memory structures have been widely proposed and investigated by involving nanomaterials, such as memristors. Methods: Due to reliability issues of mass production, the dominant memory devices in many computers are still dynamic random access memory (DRAM). A DRAM has one transistor and one capacitor, and so it contains two devices and requires a more compact design to replace. Results: A one-transistor memory device which is more compact than DRAM is proposed. As far as the authors know, this is the first/novel flexible and transparent one-transistor memory device without any additional process to make a typical transistor and which is based on polyvinyl alcohol. By using indium-titanium-oxide (ITO) as the metal gate, PVA as the dielectric layer and In-Ga-Zn-O (IGZO) as the channel, the memory is implemented mainly based on amorphous oxides and transparent flexible nanomaterials. The charge storage for the memory function was investigated here and is attributed to the mechanism of charge trapping between the ITO/IGZO junctions. It shows typical artificial synaptic transmission behaviors such as EPSC (excitatory postsynaptic currents). Conclusion: Such a first flexible and transparent one-transistor memory device based on PVA has one capacitor less than DRAM and could be a potential and promising candidate as an alternative for DRAM, especially in the highly complex AI chips needed for numerous medical applications. The flexible memory nanodevice based on flexible dielectrics such as PVA, which shows typical memory and artificial synaptic behaviors, could also be suitable for portable, flexible, transparent or skin-like medical applications.
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spelling pubmed-66621652019-08-14 A newly developed transparent and flexible one-transistor memory device using advanced nanomaterials for medical and artificial intelligence applications Dai, Mingzhi Hu, Yongbin Huo, Changhe Webster, Thomas J Guo, Liqiang Int J Nanomedicine Original Research Background: Artificial intelligence (AI) integrated circuits (IC) have memory devices as the key component. Due to more complex algorithms and architectures required by neuroscience and other medical applications, various memory structures have been widely proposed and investigated by involving nanomaterials, such as memristors. Methods: Due to reliability issues of mass production, the dominant memory devices in many computers are still dynamic random access memory (DRAM). A DRAM has one transistor and one capacitor, and so it contains two devices and requires a more compact design to replace. Results: A one-transistor memory device which is more compact than DRAM is proposed. As far as the authors know, this is the first/novel flexible and transparent one-transistor memory device without any additional process to make a typical transistor and which is based on polyvinyl alcohol. By using indium-titanium-oxide (ITO) as the metal gate, PVA as the dielectric layer and In-Ga-Zn-O (IGZO) as the channel, the memory is implemented mainly based on amorphous oxides and transparent flexible nanomaterials. The charge storage for the memory function was investigated here and is attributed to the mechanism of charge trapping between the ITO/IGZO junctions. It shows typical artificial synaptic transmission behaviors such as EPSC (excitatory postsynaptic currents). Conclusion: Such a first flexible and transparent one-transistor memory device based on PVA has one capacitor less than DRAM and could be a potential and promising candidate as an alternative for DRAM, especially in the highly complex AI chips needed for numerous medical applications. The flexible memory nanodevice based on flexible dielectrics such as PVA, which shows typical memory and artificial synaptic behaviors, could also be suitable for portable, flexible, transparent or skin-like medical applications. Dove 2019-07-23 /pmc/articles/PMC6662165/ /pubmed/31413569 http://dx.doi.org/10.2147/IJN.S200581 Text en © 2019 Dai et al. http://creativecommons.org/licenses/by-nc/3.0/ This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php).
spellingShingle Original Research
Dai, Mingzhi
Hu, Yongbin
Huo, Changhe
Webster, Thomas J
Guo, Liqiang
A newly developed transparent and flexible one-transistor memory device using advanced nanomaterials for medical and artificial intelligence applications
title A newly developed transparent and flexible one-transistor memory device using advanced nanomaterials for medical and artificial intelligence applications
title_full A newly developed transparent and flexible one-transistor memory device using advanced nanomaterials for medical and artificial intelligence applications
title_fullStr A newly developed transparent and flexible one-transistor memory device using advanced nanomaterials for medical and artificial intelligence applications
title_full_unstemmed A newly developed transparent and flexible one-transistor memory device using advanced nanomaterials for medical and artificial intelligence applications
title_short A newly developed transparent and flexible one-transistor memory device using advanced nanomaterials for medical and artificial intelligence applications
title_sort newly developed transparent and flexible one-transistor memory device using advanced nanomaterials for medical and artificial intelligence applications
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6662165/
https://www.ncbi.nlm.nih.gov/pubmed/31413569
http://dx.doi.org/10.2147/IJN.S200581
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