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Medical Cloud Computing Data Processing to Optimize the Effect of Drugs
In recent years, cloud computing technology is maturing in the process of growing. Hadoop originated from Apache Nutch and is an open-source cloud computing platform. Moreover, the platform is characterized by large scale, virtualization, strong stability, strong versatility, and support for scalabi...
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/PMC8007357/ https://www.ncbi.nlm.nih.gov/pubmed/33824714 http://dx.doi.org/10.1155/2021/5560691 |
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author | Li, Fengxia Qu, Zhi Li, Ruiling |
author_facet | Li, Fengxia Qu, Zhi Li, Ruiling |
author_sort | Li, Fengxia |
collection | PubMed |
description | In recent years, cloud computing technology is maturing in the process of growing. Hadoop originated from Apache Nutch and is an open-source cloud computing platform. Moreover, the platform is characterized by large scale, virtualization, strong stability, strong versatility, and support for scalability. It is necessary and far-reaching, based on the characteristics of unstructured medical images, to combine content-based medical image retrieval with the Hadoop cloud platform to conduct research. This study combines the impact mechanism of senile dementia vascular endothelial cells with cloud computing to construct a corresponding data retrieval platform of the cloud computing image set. Moreover, this study uses Hadoop's core framework distributed file system HDFS to upload images, store the images in the HDFS and image feature vectors in HBase, and use MapReduce programming mode to perform parallel retrieval, and each of the nodes cooperates with each other. The results show that the proposed method has certain effects and can be applied to medical research. |
format | Online Article Text |
id | pubmed-8007357 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-80073572021-04-05 Medical Cloud Computing Data Processing to Optimize the Effect of Drugs Li, Fengxia Qu, Zhi Li, Ruiling J Healthc Eng Research Article In recent years, cloud computing technology is maturing in the process of growing. Hadoop originated from Apache Nutch and is an open-source cloud computing platform. Moreover, the platform is characterized by large scale, virtualization, strong stability, strong versatility, and support for scalability. It is necessary and far-reaching, based on the characteristics of unstructured medical images, to combine content-based medical image retrieval with the Hadoop cloud platform to conduct research. This study combines the impact mechanism of senile dementia vascular endothelial cells with cloud computing to construct a corresponding data retrieval platform of the cloud computing image set. Moreover, this study uses Hadoop's core framework distributed file system HDFS to upload images, store the images in the HDFS and image feature vectors in HBase, and use MapReduce programming mode to perform parallel retrieval, and each of the nodes cooperates with each other. The results show that the proposed method has certain effects and can be applied to medical research. Hindawi 2021-03-19 /pmc/articles/PMC8007357/ /pubmed/33824714 http://dx.doi.org/10.1155/2021/5560691 Text en Copyright © 2021 Fengxia Li 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 Li, Fengxia Qu, Zhi Li, Ruiling Medical Cloud Computing Data Processing to Optimize the Effect of Drugs |
title | Medical Cloud Computing Data Processing to Optimize the Effect of Drugs |
title_full | Medical Cloud Computing Data Processing to Optimize the Effect of Drugs |
title_fullStr | Medical Cloud Computing Data Processing to Optimize the Effect of Drugs |
title_full_unstemmed | Medical Cloud Computing Data Processing to Optimize the Effect of Drugs |
title_short | Medical Cloud Computing Data Processing to Optimize the Effect of Drugs |
title_sort | medical cloud computing data processing to optimize the effect of drugs |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8007357/ https://www.ncbi.nlm.nih.gov/pubmed/33824714 http://dx.doi.org/10.1155/2021/5560691 |
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