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Optimal control of a delayed rumor propagation model with saturated control functions and \(L^1\)-type objectives

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Abstract

Rumor is an important form of social interaction, and its spreading has a significant impact on human lives. The optimal control theory is an important tool to better manage the spread of rumors. Most of the literature on rumor propagation models deals with quadratic cost functions relative to the control variable. In this paper, we have considered a time-delay rumor propagation model with saturated control functions and an objective function of \(L^1\)-type linear with respect to the control variables. In the general case, the introduction of the delay in the dynamic systems represents the time lag between the action on the system and the response of the system to this action. The delay is incorporated in our model to make it more realistic and to describe the latency period. The existence of the optimal control pair is also proved. Pontryagin’s maximum principle with delay is used to characterize these optimal controls. The optimality system is derived and then solved numerically using an algorithm based on the forward and backward difference approximation.

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References

  • Bettencourt LMA, Cintrón-Arias A, Kaiser DI, Castillo-Chávez C (2006) The power of a good idea: quantitative modeling of the spread of ideas from epidemiological models. Physica A 364:513–536

    Article  Google Scholar 

  • Brezis H, Ciarlet PG, Lions JL (1999) Analyse fonctionnelle: théorie et applications. Dunod Paris vol 91, Malakoff

  • Buzna L, Peters K, Helbing D (2006) Modelling the dynamics of disaster spreading in networks. Physica A 363(1):132–140

    Article  Google Scholar 

  • Daley DJ, Kendall DG (1964) Epidemics and rumours. Nature 204:1118

    Article  Google Scholar 

  • Göllmann L, Kern D, Maurer H (2009) Optimal control problems with delays in state and control variables subject to mixed control-state constraints. Optimal Control Appl Methods 30(4):341–365

    Article  MathSciNet  Google Scholar 

  • Hale JK, Lunel SMV (2013) Introduction to functional differential equations, vol 99. Springer, New York

    MATH  Google Scholar 

  • Hassan Laarabi H, Labriji E, Rachik M, Kaddar A (2012) Optimal control of an epidemic model with a saturated incidence rate. Nonlinear Anal Model Control 17(4):448–459

    Article  MathSciNet  Google Scholar 

  • Hattaf K, Yousfi N (2012) Optimal control of a delayed HIV infection model with immune response using an efficient numerical method. ISRN Biomathematics. https://doi.org/10.5402/2012/215124

    Article  MATH  Google Scholar 

  • Huang W (2011) On rumour spreading with skepticism and denial. Technical Report

  • Huo LA, Ma C (2018) Optimal control of rumor spreading model with consideration of psychological factors and time delay. Discrete Dyn Nat Soc 2018:9314907

    MathSciNet  MATH  Google Scholar 

  • Kandhway K, Kuri J (2014a) How to run a campaign: optimal control of SIS and SIR information epidemics. Appl Math Comput 231:79–92

    MathSciNet  MATH  Google Scholar 

  • Kandhway K, Kuri J (2014b) Optimal control of information epidemics modeled as Maki Thompson rumors. Commun Nonlinear Sci Numer Simul 19(12):4135–4147

    Article  Google Scholar 

  • Kosfeld M (2005) Rumours and markets. J Math Econ 41:646–66

    Article  MathSciNet  Google Scholar 

  • Laarabi H, Abta A, Rachik M, Bouyaghroumni J (2016) Stability analysis of a delayed rumor propagation model. Differ Equ Dyn Syst 24:407–415

    Article  MathSciNet  Google Scholar 

  • Li C (2017) A study on time-delay rumor propagation model with saturated control function. Adv Differ Equ 1:255

    Article  MathSciNet  Google Scholar 

  • Lin T, Fan C, Liu C, Zhao J (2015) Optimal control of a rumor propagation model with latent period in emergency event. Adv Differ Equ 2015(1):54

    Article  MathSciNet  Google Scholar 

  • Maki D, Thomson M (1973) Mathematical models and applications. Prentice-Hall, Englewood Cliffs

    Google Scholar 

  • Nekovee M, Moreno Y, Bianconi G, Marsili M (2007) Theory of rumour spreading in complex social networks. Physica A 374:457

    Article  Google Scholar 

  • Wang YQ, Yang XY, Wang J (2014) A rumor spreading model with control mechanism on social networks. Chin J Phys 52:816

    Google Scholar 

  • Zhou L, Fan M (2012) Dynamics of an SIR epidemic model with limited medical resources revisited. Nonlinear Anal Real World Appl 13:312–324

    Article  MathSciNet  Google Scholar 

Download references

Acknowledgements

The authors thank the editor and the anonymous referees for very helpful suggestions and comments that helped us to improve the paper.

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Correspondence to Abdelhadi Abta.

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Abta, A., Laarabi, H., Rachik, M. et al. Optimal control of a delayed rumor propagation model with saturated control functions and \(L^1\)-type objectives. Soc. Netw. Anal. Min. 10, 73 (2020). https://doi.org/10.1007/s13278-020-00685-0

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  • DOI: https://doi.org/10.1007/s13278-020-00685-0

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