智能科学与技术学报2025,Vol.7Issue(4):533-542,10.DOI:10.11959/j.issn.2096-6652.202544
社会网络与个体行为驱动的传染病演化计算模型:跨层交互机制与数字治理策略
A computational model for the evolution of infectious diseases driven by social networks and individual behavior:cross layer interaction mechanism and digital governance strategy
摘要
Abstract
The randomness of individual behavior,the complexity of social relationships,and the lag in prevention and control strategies make the transmission process of infectious diseases highly dynamic and uncertain.This poses new chal-lenges to the analysis of the evolution of infectious diseases.Existing research has made significant progress in disease transmission,behavioral evolution,and policy intervention through multi-layer network modeling and individual behavior analysis.However,there is still insufficient systematic modeling of cross-layer closed-loop mechanisms,which makes it difficult to fully explain the coupling relationship between individual behavior,social network structure,and prevention and control strategies.This paper describes the dynamic interaction process of"policy,behavior,dissemination,and feed-back"as a whole,and proposes a computational model for the evolution of infectious diseases based on social networks and individual behavior,which includes three interconnected levels:individual level,organizational level,and social level.Finally,the effectiveness of this model was verified by analyzing and calculating the number of surviving agents of various types under different strategies and the final stable state achieved in the experiment.关键词
传染病模型/计算实验/社会网络/个体行为/防控策略Key words
infectious disease model/computational experiment/social network/individual behavior/prevention and con-trol strategy分类
信息技术与安全科学引用本文复制引用
李芳,周德雨,王刚,薛霄,刘光军,胡淇..社会网络与个体行为驱动的传染病演化计算模型:跨层交互机制与数字治理策略[J].智能科学与技术学报,2025,7(4):533-542,10.基金项目
国家自然科学基金项目(No.62472306) (No.62472306)
中国(西安)丝绸之路研究院项目(No.2019HZ03) The National Natural Science Foundation of China(No.62472306),The Foundation of China(Xi'an)Institute for Silk Road Research(No.2019HZ03) (西安)