Debunking Rumor in the Presence of Time Delays and Saturated Rates: An Optimal Control Approach

Abstract The rapid diffusion of rumors in a large population may yield serious consequences. Debunking rumors by releasing clarifying messages is a common means of containing rumor spreading. In the process of rumor spreading, there exist time delays and saturated effects. This paper addresses the problem of debunking a rumor in the presence of four time delays and four saturated rates. First, a novel controlled rumor spreading model is advised. Thereby, the original problem is reduced to an optimal control model. The optimality system for the optimal control model is deduced. An iterative algorithm for solving the optimal control model is presented. The convergence and superiority of the algorithm are validated through computer experiments. The possibility of estimating some key factors in the optimal control model is explored. Finally, the robustness of the algorithm to the initial conditions, the time delays, and the decay indices, is corroborated through simulation experiments. This work contributes to effective rumor debunking.

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Publication Details

Journal
Journal of Computational and Nonlinear Dynamics
Published
2025-12-05
DOI
https://doi.org/10.1115/1.4070559
Primary Topic
Complex Network Analysis Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

Debunking Rumor in the Presence of Time Delays and Saturated Rates: An Optimal Control Approach

Lu‐Xing Yang, Zhiliang He, Yang Qin, Xiaofan Yang
Journal of Computational and Nonlinear Dynamics
Complex Network Analysis Techniques
article

Debunking Rumor in the Presence of Time Delays and Saturated Rates: An Optimal Control Approach

Lu‐Xing Yang, Zhiliang He, Yang Qin, Xiaofan Yang
article en

Abstract

Abstract The rapid diffusion of rumors in a large population may yield serious consequences. Debunking rumors by releasing clarifying messages is a common means of containing rumor spreading. In the process of rumor spreading, there exist time delays and saturated effects. This paper addresses the problem of debunking a rumor in the presence of four time delays and four saturated rates. First, a novel controlled rumor spreading model is advised. Thereby, the original problem is reduced to an optimal control model. The optimality system for the optimal control model is deduced. An iterative algorithm for solving the optimal control model is presented. The convergence and superiority of the algorithm are validated through computer experiments. The possibility of estimating some key factors in the optimal control model is explored. Finally, the robustness of the algorithm to the initial conditions, the time delays, and the decay indices, is corroborated through simulation experiments. This work contributes to effective rumor debunking.

Journal of Computational and Nonlinear DynamicsVol. 21(3)
Deakin University (AU), Chongqing University (CN)
Openalex Percentile: Top 69%
Complex Network Analysis Techniques
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Debunking Rumor in the Presence of Time Delays and Saturated Rates: An Optimal Control Approach — Lu‐Xing Yang, Zhiliang He, et al. · Journal of Computational and Nonlinear Dynamics (2025) | TGRS Research Map | TGRS