计算机科学 ›› 2026, Vol. 53 ›› Issue (4): 197-207.doi: 10.11896/jsjkx.250300071

• 数据库&大数据&数据科学 • 上一篇    下一篇

交叉扩散对谣言传播斑图的影响机制及控制研究

范笑凌1, 戴仕龙1, 肖敏1, 孙永辉2, 徐丰羽1   

  1. 1 南京邮电大学人工智能学院 南京 210023
    2 河海大学能源与电气学院 南京 210098
  • 收稿日期:2025-03-14 修回日期:2025-06-13 出版日期:2026-04-15 发布日期:2026-04-08
  • 通讯作者: 肖敏(candymanxm2003@aliyun.com)
  • 作者简介:(fxl0985@163.com)
  • 基金资助:
    国家自然科学基金(62073172);江苏省自然科学基金(BK20221329)

Study on Influence Mechanism and Control of Cross-diffusion on Rumor Spreading Pattern

FAN Xiaoling1, DAI Shilong1, XIAO Min1, SUN Yonghui2, XU Fengyu1   

  1. 1 College of Artificial Intelligence, Nanjing University of Posts and Telecommunications, Nanjing 210023, China
    2 College of Energy & Electrical Engineering, Hohai University, Nanjing 210098, China
  • Received:2025-03-14 Revised:2025-06-13 Published:2026-04-15 Online:2026-04-08
  • About author:FAN Xiaoling,born in 2000,postgra-duate.His main research interests include reaction-diffusion systems and complex networks.
    XIAO Min,born in 1977,Ph.D,professor,Ph.D supervisor.His main research interests include complex networks and nonlinear system.
  • Supported by:
    National Natural Science Foundation of China(62073172) and Natural Science Foundation of Jiangsu Province,China(BK20221329).

摘要: Turing不稳定性是谣言传播系统生成空间模式的关键机制,Turing斑图是谣言传播中存在的自组织现象。然而,目前对谣言传播模型的研究大多集中在一维空间上的自扩散,不能准确地描述谣言的传播与澄清过程。对此,提出了一个具有二维交叉扩散的谣言传播模型,并对其Turing不稳定特性进行研究。维度的扩展和交叉扩散机制的引入可以更好地模拟不同群体之间的相互作用。通过对模型的稳定性分析,探讨了自扩散和交叉扩散对系统Turing不稳定的促进作用,研究了PD控制器对系统Turing不稳定的抑制作用。最后,通过数值模拟验证了理论分析的结论。该研究为谣言管控提供了理论依据,对于维护社会秩序和提高信息传播的可靠性具有重要的现实指导意义。

关键词: Turing不稳定, 交叉扩散, PD控制器, 谣言传播

Abstract: Turing instability is a key mechanism for generating spatial patterns in rumor spreading systems,where Turing patterns represent a self-organizing phenomenon in rumor propagation.However,most of the current researches on rumor spreading models focus on self-diffusion in one-dimensional space,which fails to accurately capture the complexities of rumor spreading and clarification.This paper proposes a two-dimensional cross-diffusion rumor spreading model and studies its Turing instability.The expansion of dimensions and the introduction of cross-diffusion mechanisms can effectively simulate the interactions between different groups.Through the stability analysis of the model,it explores how self-diffusion and cross-diffusion contribute to the onset of Turing instability,while also examining the suppressive effect of a PD controller on pattern formation.Finally,numerical simulations are conducted to validate the theoretical findings.This paper provides a theoretical basis for rumor control and has important practical guiding significance for maintaining social order and enhancing the reliability of information dissemination.

Key words: Turing instability, Cross-diffusion, PD controller, Rumor spreading

中图分类号: 

  • TP183
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