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Smart Memory Storage Solution and Elderly Oriented Smart Equipment Design under Deep Learning

This study explores the memory characteristics of elderly individuals to design effective smart devices based on smart memory storage solutions under deep learning to improve the learning efficiency of elderly individuals. The different memory formation stages in the existing human brain are analyse...

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Detalles Bibliográficos
Autores principales: Gong, Chen, Liu, Runze, Zhou, Nan, Luo, Jidong, Kumar Jain, Deepak
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9110148/
https://www.ncbi.nlm.nih.gov/pubmed/35586089
http://dx.doi.org/10.1155/2022/6448302
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author Gong, Chen
Liu, Runze
Zhou, Nan
Luo, Jidong
Kumar Jain, Deepak
author_facet Gong, Chen
Liu, Runze
Zhou, Nan
Luo, Jidong
Kumar Jain, Deepak
author_sort Gong, Chen
collection PubMed
description This study explores the memory characteristics of elderly individuals to design effective smart devices based on smart memory storage solutions under deep learning to improve the learning efficiency of elderly individuals. The different memory formation stages in the existing human brain are analysed. A smart memory storage solution based on memory-enhanced embedded learning is constructed based on meta-learning under deep learning, which reduces the cost of learning new tasks to the greatest extent. Finally, the performance of the proposed solution is verified using different datasets. The results reveal that the solution based on deep learning has obvious effects on different datasets, with an average accuracy rate of 99.7%. By synthesizing a large number of target sample features, this solution can lower the learning difficulty and improve the learning effect. The proposed elderly oriented smart device effectively reduces the shortcomings in the current market and lowers the learning difficulty, which provides an important reference for further enriching devices in the ageing market.
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spelling pubmed-91101482022-05-17 Smart Memory Storage Solution and Elderly Oriented Smart Equipment Design under Deep Learning Gong, Chen Liu, Runze Zhou, Nan Luo, Jidong Kumar Jain, Deepak Comput Intell Neurosci Research Article This study explores the memory characteristics of elderly individuals to design effective smart devices based on smart memory storage solutions under deep learning to improve the learning efficiency of elderly individuals. The different memory formation stages in the existing human brain are analysed. A smart memory storage solution based on memory-enhanced embedded learning is constructed based on meta-learning under deep learning, which reduces the cost of learning new tasks to the greatest extent. Finally, the performance of the proposed solution is verified using different datasets. The results reveal that the solution based on deep learning has obvious effects on different datasets, with an average accuracy rate of 99.7%. By synthesizing a large number of target sample features, this solution can lower the learning difficulty and improve the learning effect. The proposed elderly oriented smart device effectively reduces the shortcomings in the current market and lowers the learning difficulty, which provides an important reference for further enriching devices in the ageing market. Hindawi 2022-05-09 /pmc/articles/PMC9110148/ /pubmed/35586089 http://dx.doi.org/10.1155/2022/6448302 Text en Copyright © 2022 Chen Gong et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Gong, Chen
Liu, Runze
Zhou, Nan
Luo, Jidong
Kumar Jain, Deepak
Smart Memory Storage Solution and Elderly Oriented Smart Equipment Design under Deep Learning
title Smart Memory Storage Solution and Elderly Oriented Smart Equipment Design under Deep Learning
title_full Smart Memory Storage Solution and Elderly Oriented Smart Equipment Design under Deep Learning
title_fullStr Smart Memory Storage Solution and Elderly Oriented Smart Equipment Design under Deep Learning
title_full_unstemmed Smart Memory Storage Solution and Elderly Oriented Smart Equipment Design under Deep Learning
title_short Smart Memory Storage Solution and Elderly Oriented Smart Equipment Design under Deep Learning
title_sort smart memory storage solution and elderly oriented smart equipment design under deep learning
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9110148/
https://www.ncbi.nlm.nih.gov/pubmed/35586089
http://dx.doi.org/10.1155/2022/6448302
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