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基于系统动力学的舆情平行演化与响应决策方法

Parallel evolution and response decision method for public sentiment based on system dynamics.

作者信息

Xie Tian, Wei Yao-Yao, Chen Wei-Fan, Huang Hai-Nan

机构信息

School of Economics, Management and Law at the University of South China, Tian Xie, No. 28, West Changsheng Road, Hengyang City, Hunan Province, PR China.

Information Sciences and Technology at The Pennsylvania State University, Wei-fan Chen, 44 University Drive, Dallas, PA 18612, United States.

出版信息

Eur J Oper Res. 2020 Dec 16;287(3):1131-1148. doi: 10.1016/j.ejor.2020.05.025. Epub 2020 May 23.

DOI:10.1016/j.ejor.2020.05.025
PMID:32834432
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7244451/
Abstract

Governments face difficulties in policy making in many areas such as health, food safety, and large-scale projects where public perceptions can be misplaced. For example, the adoption of the MMR vaccine has been opposed due to the publicity indicating an erroneous link between the vaccine and autism. This research proposes the "Parallel Evolution and Response Decision Framework for Public Sentiments" as a real-time decision-making method to simulate and control the public sentiment evolution mechanisms. This framework is based on the theories of Parallel Control and Management (PCM) and System Dynamics (SD) and includes four iterative steps: namely, SD modelling, simulating, optimizing, and controlling. A concrete case of an anti-nuclear mass incident that sparked public sentiment in China is introduced as a study sample to test the effectiveness of the proposed method. In addition, the results indicate the effects by adjusting the key control variables of response strategies. These variables include response time, response capacity, and transparency of the government regarding public sentiment. Furthermore, the advantages and disadvantages of the proposed method will be analyzed to determine how it can be used by policy makers in predicting public opinion and offering effective response strategies.

摘要

政府在许多领域制定政策时面临困难,如医疗、食品安全和大型项目,在这些领域公众的认知可能会出现偏差。例如,由于宣传表明麻疹、腮腺炎和风疹(MMR)疫苗与自闭症之间存在错误联系,该疫苗的采用遭到了反对。本研究提出了“公众情绪平行演化与响应决策框架”,作为一种实时决策方法,用于模拟和控制公众情绪演化机制。该框架基于平行控制与管理(PCM)和系统动力学(SD)理论,包括四个迭代步骤:即SD建模、模拟、优化和控制。引入了一个在中国引发公众情绪的反核群体事件的具体案例作为研究样本,以检验所提方法的有效性。此外,结果表明了通过调整响应策略的关键控制变量所产生的影响。这些变量包括响应时间、响应能力以及政府在公众情绪方面的透明度。此外,将分析所提方法的优缺点,以确定政策制定者如何利用它来预测公众舆论并提供有效的响应策略。

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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8db3/7244451/1638a940bd67/gr2_lrg.jpg
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本文引用的文献

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The MMR Vaccine and Autism.麻腮风三联疫苗与自闭症。
Annu Rev Virol. 2019 Sep 29;6(1):585-600. doi: 10.1146/annurev-virology-092818-015515. Epub 2019 Apr 15.
2
Wakefield's article linking MMR vaccine and autism was fraudulent.韦克菲尔德将麻疹、腮腺炎和风疹(MMR)疫苗与自闭症联系起来的文章是欺诈性的。
BMJ. 2011 Jan 5;342:c7452. doi: 10.1136/bmj.c7452.
Parallel evolution and control method for predicting the effectiveness of non-pharmaceutical interventions in pandemics.
大流行中预测非药物干预措施有效性的平行进化与控制方法
Z Gesundh Wiss. 2023 Feb 21:1-12. doi: 10.1007/s10389-023-01843-2.
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Comprehensive Evaluation of Deep Coal Miners' Unsafe Behavior Based on HFACS-CM-SEM-SD.基于 HFACS-CM-SEM-SD 的深部煤矿工人不安全行为综合评价
Int J Environ Res Public Health. 2022 Aug 29;19(17):10762. doi: 10.3390/ijerph191710762.
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Parallel simulation and optimization framework of supplies production processes for unconventional emergencies.非常规突发事件应急物资生产过程的并行仿真与优化框架
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Agent-based modeling and life cycle dynamics of COVID-19-related online collective actions.基于主体的建模与新冠疫情相关线上集体行动的生命周期动态
Complex Intell Systems. 2022;8(2):1369-1387. doi: 10.1007/s40747-021-00595-4. Epub 2021 Dec 17.
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A Methodology for Dynamic Assessment of Laboratory Safety by SEM-SD.一种利用 SEM-SD 进行实验室安全动态评估的方法。
Int J Environ Res Public Health. 2021 Jun 17;18(12):6545. doi: 10.3390/ijerph18126545.
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The Impact of Individual Behaviors and Governmental Guidance Measures on Pandemic-Triggered Public Sentiment Based on System Dynamics and Cross-Validation.基于系统动力学和交叉验证的个体行为和政府指导措施对大流行引发的公众情绪的影响。
Int J Environ Res Public Health. 2021 Apr 16;18(8):4245. doi: 10.3390/ijerph18084245.