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Research on Diagnostic Information of Smart Medical Care Based on Big Data
The medical field has gradually become intelligent, and information and the research of intelligent medical diagnosis information have received extensive attention in the medical field. In response to this situation, this paper proposes a Hadoop-based medical big data processing system. The system f...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8192205/ https://www.ncbi.nlm.nih.gov/pubmed/34188793 http://dx.doi.org/10.1155/2021/9977358 |
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author | Xu, Zhihai Shi, Donglin Tu, Zhiwei |
author_facet | Xu, Zhihai Shi, Donglin Tu, Zhiwei |
author_sort | Xu, Zhihai |
collection | PubMed |
description | The medical field has gradually become intelligent, and information and the research of intelligent medical diagnosis information have received extensive attention in the medical field. In response to this situation, this paper proposes a Hadoop-based medical big data processing system. The system first realized the ETL module based on Sqoop and the transmission function of unstructured data and then realized the distributed storage management function based on HDFS. Finally, a MapReduce algorithm with variable key values is proposed in the data statistical analysis module. Through simulation experiments on the system modules and each algorithm, the results show that because the traditional nondistributed big data acquisition module transmits the same scale of data, it consumes more than 3200 s and the transmission time exceeds 3000 s. The time consumption of smart medical care under the 6G protocol is 150 s, the transmission time is 146 s, and the time is reduced to 1/10 of the original. The research of intelligent medical diagnosis information based on big data has good rationality and feasibility. |
format | Online Article Text |
id | pubmed-8192205 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-81922052021-06-28 Research on Diagnostic Information of Smart Medical Care Based on Big Data Xu, Zhihai Shi, Donglin Tu, Zhiwei J Healthc Eng Research Article The medical field has gradually become intelligent, and information and the research of intelligent medical diagnosis information have received extensive attention in the medical field. In response to this situation, this paper proposes a Hadoop-based medical big data processing system. The system first realized the ETL module based on Sqoop and the transmission function of unstructured data and then realized the distributed storage management function based on HDFS. Finally, a MapReduce algorithm with variable key values is proposed in the data statistical analysis module. Through simulation experiments on the system modules and each algorithm, the results show that because the traditional nondistributed big data acquisition module transmits the same scale of data, it consumes more than 3200 s and the transmission time exceeds 3000 s. The time consumption of smart medical care under the 6G protocol is 150 s, the transmission time is 146 s, and the time is reduced to 1/10 of the original. The research of intelligent medical diagnosis information based on big data has good rationality and feasibility. Hindawi 2021-06-02 /pmc/articles/PMC8192205/ /pubmed/34188793 http://dx.doi.org/10.1155/2021/9977358 Text en Copyright © 2021 Zhihai Xu 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 Xu, Zhihai Shi, Donglin Tu, Zhiwei Research on Diagnostic Information of Smart Medical Care Based on Big Data |
title | Research on Diagnostic Information of Smart Medical Care Based on Big Data |
title_full | Research on Diagnostic Information of Smart Medical Care Based on Big Data |
title_fullStr | Research on Diagnostic Information of Smart Medical Care Based on Big Data |
title_full_unstemmed | Research on Diagnostic Information of Smart Medical Care Based on Big Data |
title_short | Research on Diagnostic Information of Smart Medical Care Based on Big Data |
title_sort | research on diagnostic information of smart medical care based on big data |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8192205/ https://www.ncbi.nlm.nih.gov/pubmed/34188793 http://dx.doi.org/10.1155/2021/9977358 |
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