Knowledge Commons of Institute of Automation,CAS
Computational Experiments for Complex Social Systems: Integrated Design of Experiment System | |
Xiao Xue; Xiangning Yu; Deyu Zhou; Xiao Wang![]() ![]() | |
发表期刊 | IEEE/CAA Journal of Automatica Sinica
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ISSN | 2329-9266 |
2024 | |
卷号 | 11期号:5页码:1175-1189 |
通讯作者 | Xue, Xiao(jzxuexiao@tju.edu.cn) |
摘要 | Powered by advanced information industry and intelligent technology, more and more complex systems are exhibiting characteristics of the cyber-physical-social systems (CPSS). And human factors have become crucial in the operations of complex social systems. Traditional mechanical analysis and social simulations alone are powerless for analyzing complex social systems. Against this backdrop, computational experiments have emerged as a new method for quantitative analysis of complex social systems by combining social simulation (e.g., ABM), complexity science, and domain knowledge. However, in the process of applying computational experiments, the construction of experiment system not only considers a large number of artificial society models, but also involves a large amount of data and knowledge. As a result, how to integrate various data, model and knowledge to achieve a running experiment system has become a key challenge. This paper proposes an integrated design framework of computational experiment system, which is composed of four parts: generation of digital subject, generation of digital object, design of operation engine, and construction of experiment system. Finally, this paper outlines a typical case study of coal mine emergency management to verify the validity of the proposed framework. |
关键词 | Artificial society computational experiments model integration operation engine technology integration |
DOI | 10.1109/JAS.2023.123639 |
关键词[WOS] | MODELS |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Key Research and Development Program of China |
项目资助者 | National Key Research and Development Program of China |
WOS研究方向 | Automation & Control Systems |
WOS类目 | Automation & Control Systems |
WOS记录号 | WOS:001205344800017 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/55707 |
专题 | 学术期刊_IEEE/CAA Journal of Automatica Sinica |
推荐引用方式 GB/T 7714 | Xiao Xue,Xiangning Yu,Deyu Zhou,et al. Computational Experiments for Complex Social Systems: Integrated Design of Experiment System[J]. IEEE/CAA Journal of Automatica Sinica,2024,11(5):1175-1189. |
APA | Xiao Xue.,Xiangning Yu.,Deyu Zhou.,Xiao Wang.,Chongke Bi.,...&Fei-Yue Wang.(2024).Computational Experiments for Complex Social Systems: Integrated Design of Experiment System.IEEE/CAA Journal of Automatica Sinica,11(5),1175-1189. |
MLA | Xiao Xue,et al."Computational Experiments for Complex Social Systems: Integrated Design of Experiment System".IEEE/CAA Journal of Automatica Sinica 11.5(2024):1175-1189. |
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JAS-2023-0225.pdf(11890KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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