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Unravelling the Data Retention Mechanisms under Thermal Stress on 2D Memristors

[Image: see text] Memristors based on two-dimensional (2D) materials are a rapidly growing research area due to their potential in energy-efficient in-memory processing and neuromorphic computing. However, the data retention of these emerging memristors remains sparsely investigated, despite its cru...

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Autores principales: Aldana, Samuel, Zhang, Hongzhou
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2023
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10398860/
https://www.ncbi.nlm.nih.gov/pubmed/37546646
http://dx.doi.org/10.1021/acsomega.3c03200
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author Aldana, Samuel
Zhang, Hongzhou
author_facet Aldana, Samuel
Zhang, Hongzhou
author_sort Aldana, Samuel
collection PubMed
description [Image: see text] Memristors based on two-dimensional (2D) materials are a rapidly growing research area due to their potential in energy-efficient in-memory processing and neuromorphic computing. However, the data retention of these emerging memristors remains sparsely investigated, despite its crucial importance to device performance and reliability. In this study, we employ kinetic Monte–Carlo simulations to investigate the data retention of a 2D planar memristor. The operation of the memristor depends on field-driven on defect migration, while thermal diffusion gradually evens the defect distribution, leading to the degradation of the high resistance state (HRS) and diminishing the ON/OFF ratio. Notably, we examine the resilience of devices based on single crystals of transition metal dichalcogenides (TMDs) in harsh environments. Specifically, our simulations show that MoS(2)-based devices have negligible degradation after 10 years of thermal annealing at 400 K. Furthermore, the variability in data retention lifetime across different temperatures is less than 22%, indicating a relatively consistent performance over a range of thermal conditions. We also demonstrate that device miniaturization does not compromise data retention lifetime. Moreover, employing materials with higher activation energy for defect migration can significantly enhance data retention at the cost of increased switching voltage. These findings shed light on the behavior of 2D memristors and pave the way for their optimization in practical applications.
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spelling pubmed-103988602023-08-04 Unravelling the Data Retention Mechanisms under Thermal Stress on 2D Memristors Aldana, Samuel Zhang, Hongzhou ACS Omega [Image: see text] Memristors based on two-dimensional (2D) materials are a rapidly growing research area due to their potential in energy-efficient in-memory processing and neuromorphic computing. However, the data retention of these emerging memristors remains sparsely investigated, despite its crucial importance to device performance and reliability. In this study, we employ kinetic Monte–Carlo simulations to investigate the data retention of a 2D planar memristor. The operation of the memristor depends on field-driven on defect migration, while thermal diffusion gradually evens the defect distribution, leading to the degradation of the high resistance state (HRS) and diminishing the ON/OFF ratio. Notably, we examine the resilience of devices based on single crystals of transition metal dichalcogenides (TMDs) in harsh environments. Specifically, our simulations show that MoS(2)-based devices have negligible degradation after 10 years of thermal annealing at 400 K. Furthermore, the variability in data retention lifetime across different temperatures is less than 22%, indicating a relatively consistent performance over a range of thermal conditions. We also demonstrate that device miniaturization does not compromise data retention lifetime. Moreover, employing materials with higher activation energy for defect migration can significantly enhance data retention at the cost of increased switching voltage. These findings shed light on the behavior of 2D memristors and pave the way for their optimization in practical applications. American Chemical Society 2023-07-20 /pmc/articles/PMC10398860/ /pubmed/37546646 http://dx.doi.org/10.1021/acsomega.3c03200 Text en © 2023 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Aldana, Samuel
Zhang, Hongzhou
Unravelling the Data Retention Mechanisms under Thermal Stress on 2D Memristors
title Unravelling the Data Retention Mechanisms under Thermal Stress on 2D Memristors
title_full Unravelling the Data Retention Mechanisms under Thermal Stress on 2D Memristors
title_fullStr Unravelling the Data Retention Mechanisms under Thermal Stress on 2D Memristors
title_full_unstemmed Unravelling the Data Retention Mechanisms under Thermal Stress on 2D Memristors
title_short Unravelling the Data Retention Mechanisms under Thermal Stress on 2D Memristors
title_sort unravelling the data retention mechanisms under thermal stress on 2d memristors
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10398860/
https://www.ncbi.nlm.nih.gov/pubmed/37546646
http://dx.doi.org/10.1021/acsomega.3c03200
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