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Prediction and optimal control of a time-varying SAPDR rumor spreading model via PINNs | Synapse
March 3, 2026
Prediction and optimal control of a time-varying SAPDR rumor spreading model via PINNs
HH
Haojie Hou
Beihua University
WY
Wang Youguo
QZ
Qiqing Zhai
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Key Points
Optimal control strategies significantly enhance the spread of information, promoting better outcomes.
Achieving a marked reduction in misinformation spread is possible through adaptive control methods.
The approach relies on physics-informed neural networks (PINNs) to accurately simulate complex dynamics of rumor spread.
Implications include potential applications in managing communication strategies during public emergencies.
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Hou et al. (Sun,) studied this question.
synapsesocial.com/papers/69a76893badf0bb9e87e5271
https://doi.org/https://doi.org/10.1007/s11071-025-12064-5