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5G Edge Computing Enabled Directional Data Collection for Medical Community Electronic Health Records

It is important to promote the development and application of hospital information system, community health service system, etc. However, it is difficult to realize the intercommunication between various information systems because it is not enough to realize the in-depth management of health inform...

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Detalles Bibliográficos
Autores principales: Yan, Xiaoqiang, Ren, Xiaogang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8324352/
https://www.ncbi.nlm.nih.gov/pubmed/34336158
http://dx.doi.org/10.1155/2021/5598077
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author Yan, Xiaoqiang
Ren, Xiaogang
author_facet Yan, Xiaoqiang
Ren, Xiaogang
author_sort Yan, Xiaoqiang
collection PubMed
description It is important to promote the development and application of hospital information system, community health service system, etc. However, it is difficult to realize the intercommunication between various information systems because it is not enough to realize the in-depth management of health information. To address these issues, we design the 5G edge computing-assisted architecture for medical community. Then, we formulate the directional data collection (DDC) problem to gather the EMR/HER data from the medical community to minimize the service error under the deadline constraint of data collection deadline. Moreover, we design the data direction prediction algorithm (DDPA) to predict the data collection direction and propose the data collection planning algorithm (DCPA) to minimize the data collecting time cost. Through the numerical simulation experiments, we demonstrate that our proposed algorithms can decrease the total time cost by 62.48% and improve the data quality by 36.47% through the designed system, respectively.
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spelling pubmed-83243522021-07-31 5G Edge Computing Enabled Directional Data Collection for Medical Community Electronic Health Records Yan, Xiaoqiang Ren, Xiaogang J Healthc Eng Research Article It is important to promote the development and application of hospital information system, community health service system, etc. However, it is difficult to realize the intercommunication between various information systems because it is not enough to realize the in-depth management of health information. To address these issues, we design the 5G edge computing-assisted architecture for medical community. Then, we formulate the directional data collection (DDC) problem to gather the EMR/HER data from the medical community to minimize the service error under the deadline constraint of data collection deadline. Moreover, we design the data direction prediction algorithm (DDPA) to predict the data collection direction and propose the data collection planning algorithm (DCPA) to minimize the data collecting time cost. Through the numerical simulation experiments, we demonstrate that our proposed algorithms can decrease the total time cost by 62.48% and improve the data quality by 36.47% through the designed system, respectively. Hindawi 2021-07-22 /pmc/articles/PMC8324352/ /pubmed/34336158 http://dx.doi.org/10.1155/2021/5598077 Text en Copyright © 2021 Xiaoqiang Yan and Xiaogang Ren. 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
Yan, Xiaoqiang
Ren, Xiaogang
5G Edge Computing Enabled Directional Data Collection for Medical Community Electronic Health Records
title 5G Edge Computing Enabled Directional Data Collection for Medical Community Electronic Health Records
title_full 5G Edge Computing Enabled Directional Data Collection for Medical Community Electronic Health Records
title_fullStr 5G Edge Computing Enabled Directional Data Collection for Medical Community Electronic Health Records
title_full_unstemmed 5G Edge Computing Enabled Directional Data Collection for Medical Community Electronic Health Records
title_short 5G Edge Computing Enabled Directional Data Collection for Medical Community Electronic Health Records
title_sort 5g edge computing enabled directional data collection for medical community electronic health records
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8324352/
https://www.ncbi.nlm.nih.gov/pubmed/34336158
http://dx.doi.org/10.1155/2021/5598077
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