多语言在线网络中带有事件触发非连续反馈控制的随机谣言传播模型

IF 2.4 3区 数学 Q1 MATHEMATICS Journal of Applied Mathematics and Computing Pub Date : 2024-08-05 DOI:10.1007/s12190-024-02184-3
Yang Xia, Haijun Jiang
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引用次数: 0

摘要

得益于互联网技术的发展,具有多语言交流功能的在线社交网络正处于蓬勃发展阶段,极大地促进了信息交流的便捷性、广泛性和多样性。为了探索多语言网络环境下的谣言扩散机制和有效控制策略,本文提出了一种广义非线性扩散形式的新型随机谣言传播模型。首先,我们严格证明了模型解的正向性和存在唯一性,确保其符合现实意义。然后,利用图论和随机稳定性理论获得了无谣言均衡附近的渐近行为。此外,我们还基于卡斯明斯基理论得到了随机谣言传播模型的静态分布条件。此外,我们还提出了一种可应用于在线网络的事件触发非连续反馈(ETDF)控制策略,该策略仅在超过警报阈值时启动控制,并在达到事件触发条件时更新控制强度。最后,数值模拟验证了理论结果的正确性,一个实际的多语言网络谣言案例也证明了模型的适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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A stochastic rumor spreading model with event-triggered discontinuous feedback control in multilingual online networks

Benefiting from the development of Internet technology, online social networks with multilingual communication function are in a booming stage, greatly contributing to the convenience, extensiveness and diversity of information exchange. To explore the rumor diffusion mechanism and efficient control strategies in multilingual online environments, a novel stochastic rumor-spreading model with the generalized nonlinear diffusion form is proposed. Firstly, we strictly prove the positive and existence uniqueness of the model solution to ensure that it corresponds to the realistic meaning. Then, the asymptotic behavior around the rumor-free equilibrium is acquired by using graph theorey and stochastic stability theory. Besides, we obtain conditions for the stationary distribution of stochastic rumor-spreading model based on the Kasminskii’s theory. Moreover, an event-triggered discontinuous feedback (ETDF) control strategy that can be applied to online networks is proposed, which initiates control only when an alert threshold is exceeded and updates the control intensity when an event-triggered condition is reached. Finally, numerical simulations verify the correctness of the theoretical results, and an actual multilingual Internet rumor case shows the applicability of the model.

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来源期刊
Journal of Applied Mathematics and Computing
Journal of Applied Mathematics and Computing Mathematics-Computational Mathematics
CiteScore
4.20
自引率
4.50%
发文量
131
期刊介绍: JAMC is a broad based journal covering all branches of computational or applied mathematics with special encouragement to researchers in theoretical computer science and mathematical computing. Major areas, such as numerical analysis, discrete optimization, linear and nonlinear programming, theory of computation, control theory, theory of algorithms, computational logic, applied combinatorics, coding theory, cryptograhics, fuzzy theory with applications, differential equations with applications are all included. A large variety of scientific problems also necessarily involve Algebra, Analysis, Geometry, Probability and Statistics and so on. The journal welcomes research papers in all branches of mathematics which have some bearing on the application to scientific problems, including papers in the areas of Actuarial Science, Mathematical Biology, Mathematical Economics and Finance.
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