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Computational Experiments for Complex Social Systems: Integrated Design of Experiment System
Xiao Xue; Xiangning Yu; Deyu Zhou; Xiao Wang; Chongke Bi; Shufang Wang; Fei-Yue Wang
发表期刊IEEE/CAA Journal of Automatica Sinica
ISSN2329-9266
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
DOI10.1109/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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