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Emergency Decision-making Method of Unconventional Emergencies in Higher Education Based on Intensive Learning

In order to improve the emergency decision-making and management ability of unconventional emergencies in Colleges and universities, an emergency decision-making method for unconventional emergencies in Colleges and Universities based on reinforcement learning is proposed. The function of the emerge...

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Detalles Bibliográficos
Autor principal: Zhou, Yongjun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9534682/
https://www.ncbi.nlm.nih.gov/pubmed/36213041
http://dx.doi.org/10.1155/2022/4317697
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author Zhou, Yongjun
author_facet Zhou, Yongjun
author_sort Zhou, Yongjun
collection PubMed
description In order to improve the emergency decision-making and management ability of unconventional emergencies in Colleges and universities, an emergency decision-making method for unconventional emergencies in Colleges and Universities based on reinforcement learning is proposed. The function of the emergency decision-making model of unconventional emergencies in Colleges and universities is constructed, and the optimal control of the emergency decision-making process of unconventional emergencies in Colleges and universities is realized by using the queuing theory model. Based on the sub-sequence decomposition method, the reinforcement learning function is optimized. Combined with big data scheduling and the empirical mode decomposition method, the effective probability density function of emergency decision-making for unconventional emergencies in higher education is calculated, and the optimal solution vector analysis of emergency management and scheduling decision-making for unconventional emergencies in Colleges and universities is realized according to parameter estimation and quantitative optimization results. The test results show that this method has a good ability to optimize and schedule the emergency decision-making of unconventional emergencies in higher education, and has strong convergence. This method improves the emergency response-ability, and the time cost is short.
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spelling pubmed-95346822022-10-06 Emergency Decision-making Method of Unconventional Emergencies in Higher Education Based on Intensive Learning Zhou, Yongjun J Environ Public Health Research Article In order to improve the emergency decision-making and management ability of unconventional emergencies in Colleges and universities, an emergency decision-making method for unconventional emergencies in Colleges and Universities based on reinforcement learning is proposed. The function of the emergency decision-making model of unconventional emergencies in Colleges and universities is constructed, and the optimal control of the emergency decision-making process of unconventional emergencies in Colleges and universities is realized by using the queuing theory model. Based on the sub-sequence decomposition method, the reinforcement learning function is optimized. Combined with big data scheduling and the empirical mode decomposition method, the effective probability density function of emergency decision-making for unconventional emergencies in higher education is calculated, and the optimal solution vector analysis of emergency management and scheduling decision-making for unconventional emergencies in Colleges and universities is realized according to parameter estimation and quantitative optimization results. The test results show that this method has a good ability to optimize and schedule the emergency decision-making of unconventional emergencies in higher education, and has strong convergence. This method improves the emergency response-ability, and the time cost is short. Hindawi 2022-09-28 /pmc/articles/PMC9534682/ /pubmed/36213041 http://dx.doi.org/10.1155/2022/4317697 Text en Copyright © 2022 Yongjun Zhou. 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
Zhou, Yongjun
Emergency Decision-making Method of Unconventional Emergencies in Higher Education Based on Intensive Learning
title Emergency Decision-making Method of Unconventional Emergencies in Higher Education Based on Intensive Learning
title_full Emergency Decision-making Method of Unconventional Emergencies in Higher Education Based on Intensive Learning
title_fullStr Emergency Decision-making Method of Unconventional Emergencies in Higher Education Based on Intensive Learning
title_full_unstemmed Emergency Decision-making Method of Unconventional Emergencies in Higher Education Based on Intensive Learning
title_short Emergency Decision-making Method of Unconventional Emergencies in Higher Education Based on Intensive Learning
title_sort emergency decision-making method of unconventional emergencies in higher education based on intensive learning
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9534682/
https://www.ncbi.nlm.nih.gov/pubmed/36213041
http://dx.doi.org/10.1155/2022/4317697
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