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Research and Development of Parameter Extraction Approaches for Memristor Models

Memristors are among the most promising devices for building neural processors and non-volatile memory. One circuit design stage involves modeling, which includes the option of memristor models. The most common approach is the use of compact models, the accuracy of which is often determined by the a...

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Autores principales: Zhevnenko, Dmitry Alexeevich, Meshchaninov, Fedor Pavlovich, Kozhevnikov, Vladislav Sergeevich, Shamin, Evgeniy Sergeevich, Telminov, Oleg Alexandrovich, Gornev, Evgeniy Sergeevich
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8538760/
https://www.ncbi.nlm.nih.gov/pubmed/34683271
http://dx.doi.org/10.3390/mi12101220
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author Zhevnenko, Dmitry Alexeevich
Meshchaninov, Fedor Pavlovich
Kozhevnikov, Vladislav Sergeevich
Shamin, Evgeniy Sergeevich
Telminov, Oleg Alexandrovich
Gornev, Evgeniy Sergeevich
author_facet Zhevnenko, Dmitry Alexeevich
Meshchaninov, Fedor Pavlovich
Kozhevnikov, Vladislav Sergeevich
Shamin, Evgeniy Sergeevich
Telminov, Oleg Alexandrovich
Gornev, Evgeniy Sergeevich
author_sort Zhevnenko, Dmitry Alexeevich
collection PubMed
description Memristors are among the most promising devices for building neural processors and non-volatile memory. One circuit design stage involves modeling, which includes the option of memristor models. The most common approach is the use of compact models, the accuracy of which is often determined by the accuracy of their parameter extraction from experiment results. In this paper, a review of existing extraction methods was performed and new parameter extraction algorithms for an adaptive compact model were proposed. The effectiveness of the developed methods was confirmed for the volt-ampere characteristic of a memristor with a vertical structure: TiN/Hf(x)Al(1−x)O(y)/HfO(2)/TiN.
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spelling pubmed-85387602021-10-24 Research and Development of Parameter Extraction Approaches for Memristor Models Zhevnenko, Dmitry Alexeevich Meshchaninov, Fedor Pavlovich Kozhevnikov, Vladislav Sergeevich Shamin, Evgeniy Sergeevich Telminov, Oleg Alexandrovich Gornev, Evgeniy Sergeevich Micromachines (Basel) Article Memristors are among the most promising devices for building neural processors and non-volatile memory. One circuit design stage involves modeling, which includes the option of memristor models. The most common approach is the use of compact models, the accuracy of which is often determined by the accuracy of their parameter extraction from experiment results. In this paper, a review of existing extraction methods was performed and new parameter extraction algorithms for an adaptive compact model were proposed. The effectiveness of the developed methods was confirmed for the volt-ampere characteristic of a memristor with a vertical structure: TiN/Hf(x)Al(1−x)O(y)/HfO(2)/TiN. MDPI 2021-10-06 /pmc/articles/PMC8538760/ /pubmed/34683271 http://dx.doi.org/10.3390/mi12101220 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhevnenko, Dmitry Alexeevich
Meshchaninov, Fedor Pavlovich
Kozhevnikov, Vladislav Sergeevich
Shamin, Evgeniy Sergeevich
Telminov, Oleg Alexandrovich
Gornev, Evgeniy Sergeevich
Research and Development of Parameter Extraction Approaches for Memristor Models
title Research and Development of Parameter Extraction Approaches for Memristor Models
title_full Research and Development of Parameter Extraction Approaches for Memristor Models
title_fullStr Research and Development of Parameter Extraction Approaches for Memristor Models
title_full_unstemmed Research and Development of Parameter Extraction Approaches for Memristor Models
title_short Research and Development of Parameter Extraction Approaches for Memristor Models
title_sort research and development of parameter extraction approaches for memristor models
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8538760/
https://www.ncbi.nlm.nih.gov/pubmed/34683271
http://dx.doi.org/10.3390/mi12101220
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