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News and Public Opinion Multioutput IoT Intelligent Modeling and Popularity Big Data Analysis and Prediction

Based on the news and public opinion multioutput Internet of Things architecture, this article analyzes and predicts its popularity with big data. Firstly, the model adopts a three-tier architecture, in which the bottom layer is the data layer. It is mainly responsible for the collection of the term...

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Autor principal: Yan, Hao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8858069/
https://www.ncbi.nlm.nih.gov/pubmed/35190733
http://dx.doi.org/10.1155/2022/3567697
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author Yan, Hao
author_facet Yan, Hao
author_sort Yan, Hao
collection PubMed
description Based on the news and public opinion multioutput Internet of Things architecture, this article analyzes and predicts its popularity with big data. Firstly, the model adopts a three-tier architecture, in which the bottom layer is the data layer. It is mainly responsible for the collection of the terminal sensor data of the Internet of Things, and it uses intelligent big data as the data warehouse. Secondly, the computing layer on the data layer mainly provides the computing framework. Using the open-source SQL query engine, a cluster environment based on memory computing is constructed to realize the parallelization of data computing. It is used for interactive operations between the system and users. It receives and forwards the query requests submitted by the client browser, transmits them to the server cluster for execution, and displays the results in the browser. The end is displayed to the user. After that, combined with the needs of the development and application of news and public opinion big data, the data collection process was analyzed and designed, and the distributed data collection architecture was built. The intelligent Internet of Things was adopted for data storage, the data storage structure was analyzed and designed, and the data storage structure was designed to avoid catching. The repeat check algorithm is used to repeatedlystore the obtained page data. At the same time, according to the analysis of the business needs of the news and public opinion information platform, the overall functional structure of the platform was designed. The database and platform interface were designed in detail. The simulation results show that the model realizes the statistical query of the collected sensor alarm information and historical data on the user system, combines the historical operating data to analyze the relationship between the supply/return water temperature of the heat exchange station and the outdoor temperature, and realizes chart visualization of data analysis.
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spelling pubmed-88580692022-02-20 News and Public Opinion Multioutput IoT Intelligent Modeling and Popularity Big Data Analysis and Prediction Yan, Hao Comput Intell Neurosci Research Article Based on the news and public opinion multioutput Internet of Things architecture, this article analyzes and predicts its popularity with big data. Firstly, the model adopts a three-tier architecture, in which the bottom layer is the data layer. It is mainly responsible for the collection of the terminal sensor data of the Internet of Things, and it uses intelligent big data as the data warehouse. Secondly, the computing layer on the data layer mainly provides the computing framework. Using the open-source SQL query engine, a cluster environment based on memory computing is constructed to realize the parallelization of data computing. It is used for interactive operations between the system and users. It receives and forwards the query requests submitted by the client browser, transmits them to the server cluster for execution, and displays the results in the browser. The end is displayed to the user. After that, combined with the needs of the development and application of news and public opinion big data, the data collection process was analyzed and designed, and the distributed data collection architecture was built. The intelligent Internet of Things was adopted for data storage, the data storage structure was analyzed and designed, and the data storage structure was designed to avoid catching. The repeat check algorithm is used to repeatedlystore the obtained page data. At the same time, according to the analysis of the business needs of the news and public opinion information platform, the overall functional structure of the platform was designed. The database and platform interface were designed in detail. The simulation results show that the model realizes the statistical query of the collected sensor alarm information and historical data on the user system, combines the historical operating data to analyze the relationship between the supply/return water temperature of the heat exchange station and the outdoor temperature, and realizes chart visualization of data analysis. Hindawi 2022-02-12 /pmc/articles/PMC8858069/ /pubmed/35190733 http://dx.doi.org/10.1155/2022/3567697 Text en Copyright © 2022 Hao Yan. 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, Hao
News and Public Opinion Multioutput IoT Intelligent Modeling and Popularity Big Data Analysis and Prediction
title News and Public Opinion Multioutput IoT Intelligent Modeling and Popularity Big Data Analysis and Prediction
title_full News and Public Opinion Multioutput IoT Intelligent Modeling and Popularity Big Data Analysis and Prediction
title_fullStr News and Public Opinion Multioutput IoT Intelligent Modeling and Popularity Big Data Analysis and Prediction
title_full_unstemmed News and Public Opinion Multioutput IoT Intelligent Modeling and Popularity Big Data Analysis and Prediction
title_short News and Public Opinion Multioutput IoT Intelligent Modeling and Popularity Big Data Analysis and Prediction
title_sort news and public opinion multioutput iot intelligent modeling and popularity big data analysis and prediction
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8858069/
https://www.ncbi.nlm.nih.gov/pubmed/35190733
http://dx.doi.org/10.1155/2022/3567697
work_keys_str_mv AT yanhao newsandpublicopinionmultioutputiotintelligentmodelingandpopularitybigdataanalysisandprediction