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Dynamic Analysis of the Multi-Lingual S2IR Rumor Propagation Model Under Stochastic Disturbances
Jinling Wang1,2, Jing Liao2, Jun-Guo Lu1
1Department of Automation, Shanghai Jiao Tong University, Shanghai 200240, China.
This study introduces a multilingual rumor propagation model with noise to explore its dynamics and control. Researchers developed a stochastic optimal control strategy to effectively suppress the spread of misinformation.
Area of Science:
- Mathematical modeling
- Epidemiology
- Control theory
Background:
- Rumor propagation models are essential for understanding information diffusion.
- Existing models often lack multilingual considerations and stochastic disturbances.
- Controlling rumor spread requires robust strategies accounting for real-world uncertainties.
Purpose of the Study:
- To propose and analyze a multi-lingual rumor propagation model with white noise.
- To investigate the dynamics, equilibria, and stability of the proposed model.
- To design and validate a stochastic optimal control strategy for rumor suppression.
Main Methods:
- Development of a deterministic multi-lingual rumor propagation model.
- Analysis of rumor-free and rumor-spreading equilibria and basic reproduction number (R0).
- Formulation of a stochastic model with white noise and examination of its global solution uniqueness and asymptotic behavior.
- Design of a stochastic optimal control strategy.
- Numerical simulations for validation.
Main Results:
- Identification of rumor-free and rumor-spreading equilibria and calculation of R0 in a multilingual context.
- Proof of the uniqueness of the global positive solution for the stochastic model.
- Analysis of the model's asymptotic behavior near steady states.
- Demonstration of the effectiveness of the stochastic optimal control in suppressing rumor spread.
- Validation of theoretical findings through numerical simulations.
Conclusions:
- The proposed multi-lingual stochastic rumor propagation model provides a robust framework for analyzing information diffusion under uncertainty.
- Stochastic optimal control is a viable strategy for mitigating the spread of rumors in complex linguistic environments.
- Numerical simulations confirm the theoretical results, highlighting the model's practical applicability.
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