Research on the Model and Pattern of Community Opinion Dis-Semination Regarding Coal Mines
Residents of coal mining communities include both coal mine workers and local residents, making the guidance of public opinion essential for maintaining social stability in such communities. Therefore, this paper utilizes an improved word2Vec model to extract factors influencing public opinion from...
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MDPI AG
2024-12-01
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| Series: | Mathematics |
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| Online Access: | https://www.mdpi.com/2227-7390/12/24/3914 |
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| author | Kai Yu Zhaoxiang Mu Jifeng Lu |
| author_facet | Kai Yu Zhaoxiang Mu Jifeng Lu |
| author_sort | Kai Yu |
| collection | DOAJ |
| description | Residents of coal mining communities include both coal mine workers and local residents, making the guidance of public opinion essential for maintaining social stability in such communities. Therefore, this paper utilizes an improved word2Vec model to extract factors influencing public opinion from a large number of accident cases. It then develops a coal mining community public opinion dissemination model based on game theory, focusing on two groups: official media and opinion leaders. By integrating cellular automata (CA) and agent-based modeling, this study examines the dissemination patterns of public opinion in coal mining communities. The simulation results and practical applications indicate that public opinion in coal mining communities spreads rapidly and can be effectively shaped. Positive guidance from official media plays a crucial role in directing public opinion. However, as interactions evolve, public opinion dynamics may become less favorable. Strengthening the intensity of positive guidance from official media further enhances its ability to shape and influence public opinion in coal mining communities. This research provides a novel perspective and methodology for studying community safety management, offering significant theoretical and practical implications. |
| format | Article |
| id | doaj-art-e21e2d4e6c4743ffb6c7309a824e020c |
| institution | Kabale University |
| issn | 2227-7390 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Mathematics |
| spelling | doaj-art-e21e2d4e6c4743ffb6c7309a824e020c2024-12-27T14:37:59ZengMDPI AGMathematics2227-73902024-12-011224391410.3390/math12243914Research on the Model and Pattern of Community Opinion Dis-Semination Regarding Coal MinesKai Yu0Zhaoxiang Mu1Jifeng Lu2College of Safety and Environmental Engineering, Shandong University of Science and Technology, Qingdao 266590, ChinaCollege of Safety and Environmental Engineering, Shandong University of Science and Technology, Qingdao 266590, ChinaCollege of Safety and Environmental Engineering, Shandong University of Science and Technology, Qingdao 266590, ChinaResidents of coal mining communities include both coal mine workers and local residents, making the guidance of public opinion essential for maintaining social stability in such communities. Therefore, this paper utilizes an improved word2Vec model to extract factors influencing public opinion from a large number of accident cases. It then develops a coal mining community public opinion dissemination model based on game theory, focusing on two groups: official media and opinion leaders. By integrating cellular automata (CA) and agent-based modeling, this study examines the dissemination patterns of public opinion in coal mining communities. The simulation results and practical applications indicate that public opinion in coal mining communities spreads rapidly and can be effectively shaped. Positive guidance from official media plays a crucial role in directing public opinion. However, as interactions evolve, public opinion dynamics may become less favorable. Strengthening the intensity of positive guidance from official media further enhances its ability to shape and influence public opinion in coal mining communities. This research provides a novel perspective and methodology for studying community safety management, offering significant theoretical and practical implications.https://www.mdpi.com/2227-7390/12/24/3914public opinion disseminationgame theorycoal mining communitiesdata miningagent |
| spellingShingle | Kai Yu Zhaoxiang Mu Jifeng Lu Research on the Model and Pattern of Community Opinion Dis-Semination Regarding Coal Mines Mathematics public opinion dissemination game theory coal mining communities data mining agent |
| title | Research on the Model and Pattern of Community Opinion Dis-Semination Regarding Coal Mines |
| title_full | Research on the Model and Pattern of Community Opinion Dis-Semination Regarding Coal Mines |
| title_fullStr | Research on the Model and Pattern of Community Opinion Dis-Semination Regarding Coal Mines |
| title_full_unstemmed | Research on the Model and Pattern of Community Opinion Dis-Semination Regarding Coal Mines |
| title_short | Research on the Model and Pattern of Community Opinion Dis-Semination Regarding Coal Mines |
| title_sort | research on the model and pattern of community opinion dis semination regarding coal mines |
| topic | public opinion dissemination game theory coal mining communities data mining agent |
| url | https://www.mdpi.com/2227-7390/12/24/3914 |
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