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Design of Cross-Platform Information Retrieval System of Library Based on Digital Twins

In order to improve the library's ability of cross-platform information retrieval and data scheduling and distribution, a library cross-platform information retrieval system based on digital twin technology is designed. Using data warehouse decision support and data source structured query meth...

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Detalles Bibliográficos
Autores principales: Shang, Shanshan, Yu, Zikai, Jiao, Kun, Huang, Yingshi, Guo, Hua, Wang, Guozhong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9532087/
https://www.ncbi.nlm.nih.gov/pubmed/36203727
http://dx.doi.org/10.1155/2022/7999091
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author Shang, Shanshan
Yu, Zikai
Jiao, Kun
Huang, Yingshi
Guo, Hua
Wang, Guozhong
author_facet Shang, Shanshan
Yu, Zikai
Jiao, Kun
Huang, Yingshi
Guo, Hua
Wang, Guozhong
author_sort Shang, Shanshan
collection PubMed
description In order to improve the library's ability of cross-platform information retrieval and data scheduling and distribution, a library cross-platform information retrieval system based on digital twin technology is designed. Using data warehouse decision support and data source structured query methods, the spectral characteristics of Library cross-platform information resources are extracted. Using the method of Hadoop data parallel loading, the library cross-platform operation data is divided into decision-making data, computing resource pool data, and Hadoop parallel loading data. A library cross-platform information digital twin parallel retrieval and information fusion feature matching model is established, and the retrieval channels are allocated through multiple complex and balanced task scheduling sequences. According to the queue configuration model of Library cross-platform information retrieval, the optimization design of Library cross-platform information retrieval system is realized. The simulation test results show that the designed system has good recall ability of cross-platform information retrieval data, and improves the utilization rate of cross-platform resources and the dynamic scheduling ability of online resources.
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spelling pubmed-95320872022-10-05 Design of Cross-Platform Information Retrieval System of Library Based on Digital Twins Shang, Shanshan Yu, Zikai Jiao, Kun Huang, Yingshi Guo, Hua Wang, Guozhong Comput Intell Neurosci Research Article In order to improve the library's ability of cross-platform information retrieval and data scheduling and distribution, a library cross-platform information retrieval system based on digital twin technology is designed. Using data warehouse decision support and data source structured query methods, the spectral characteristics of Library cross-platform information resources are extracted. Using the method of Hadoop data parallel loading, the library cross-platform operation data is divided into decision-making data, computing resource pool data, and Hadoop parallel loading data. A library cross-platform information digital twin parallel retrieval and information fusion feature matching model is established, and the retrieval channels are allocated through multiple complex and balanced task scheduling sequences. According to the queue configuration model of Library cross-platform information retrieval, the optimization design of Library cross-platform information retrieval system is realized. The simulation test results show that the designed system has good recall ability of cross-platform information retrieval data, and improves the utilization rate of cross-platform resources and the dynamic scheduling ability of online resources. Hindawi 2022-09-27 /pmc/articles/PMC9532087/ /pubmed/36203727 http://dx.doi.org/10.1155/2022/7999091 Text en Copyright © 2022 Shanshan Shang 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
Shang, Shanshan
Yu, Zikai
Jiao, Kun
Huang, Yingshi
Guo, Hua
Wang, Guozhong
Design of Cross-Platform Information Retrieval System of Library Based on Digital Twins
title Design of Cross-Platform Information Retrieval System of Library Based on Digital Twins
title_full Design of Cross-Platform Information Retrieval System of Library Based on Digital Twins
title_fullStr Design of Cross-Platform Information Retrieval System of Library Based on Digital Twins
title_full_unstemmed Design of Cross-Platform Information Retrieval System of Library Based on Digital Twins
title_short Design of Cross-Platform Information Retrieval System of Library Based on Digital Twins
title_sort design of cross-platform information retrieval system of library based on digital twins
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9532087/
https://www.ncbi.nlm.nih.gov/pubmed/36203727
http://dx.doi.org/10.1155/2022/7999091
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