Skip to main content
Erschienen in: Journal of Applied Mathematics and Computing 1-2/2021

30.10.2020 | Original Research

Optimal control of an online game addiction model with positive and negative media reports

verfasst von: Tingting Li, Youming Guo

Erschienen in: Journal of Applied Mathematics and Computing | Ausgabe 1-2/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In the spread of infectious diseases, media reports have played a positive role. However, in the process of game communication, there are not only positive but also negative media reports. Therefore, in this paper, we establish a model with positive and negative media reports to analyze the role of media reports in the process of game communication. First, we study its positivity and boundedness, and calculate the basic reproduction number \(R_{0}\) under three different incidence rates. The existence and stability of the equilibria are proved. Secondly, the optimal control problem is studied by adding two dynamic variables of media reports. Finally, in the simulation we simulate the stability of the equilibria, so as to verify the correctness of the theory. Then the influence of media parameters on \(R_{0}\) is analyzed. The numerical results of optimal control are simulated by forward and backward sweep method. By comparing the results of the optimal control and without control, the media coverage should be controlled according to the optimal control measures shown in this paper. The serious situation of game addiction will be greatly alleviated, which can reduce the infection rate by at least 90%.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Borzikowsky, C., Bernhardt, F.: Lost in virtual gaming worlds: Grit and its prognostic value for online game addiction. Am. J. Addict. 27(5), 433–438 (2018)CrossRef Borzikowsky, C., Bernhardt, F.: Lost in virtual gaming worlds: Grit and its prognostic value for online game addiction. Am. J. Addict. 27(5), 433–438 (2018)CrossRef
2.
Zurück zum Zitat Tang, C.S., Koh, Y.W., Gan, Y.Q.: Addiction to internet use, online gaming, and online social networking among young adults in China, Singapore, and the United States. Asia Pac. J. Public Health 29, 673–682 (2017)CrossRef Tang, C.S., Koh, Y.W., Gan, Y.Q.: Addiction to internet use, online gaming, and online social networking among young adults in China, Singapore, and the United States. Asia Pac. J. Public Health 29, 673–682 (2017)CrossRef
4.
Zurück zum Zitat Zajac, K., Ginley, M.K., Chang, R.: Treatments of internet gaming disorder: a systematic review of the evidence. Expert Rev. Neurother. 20(1), 85–93 (2020) CrossRef Zajac, K., Ginley, M.K., Chang, R.: Treatments of internet gaming disorder: a systematic review of the evidence. Expert Rev. Neurother. 20(1), 85–93 (2020) CrossRef
5.
Zurück zum Zitat Wang, J., Zhang, J., Jin, Z.: Analysis of an SIR model with bilinear incidence rate. Nonlinear Anal. Real World Appl. 11(4), 2390–2402 (2010)MathSciNetMATHCrossRef Wang, J., Zhang, J., Jin, Z.: Analysis of an SIR model with bilinear incidence rate. Nonlinear Anal. Real World Appl. 11(4), 2390–2402 (2010)MathSciNetMATHCrossRef
6.
Zurück zum Zitat Yan, Q., Tang, S., Gabriele, S., Wu, J.: Media coverage and hospital notifications: correlation analysis and optimal media impact duration to manage a pandemic. J. Theor. Biol. 390, 1–13 (2016)MathSciNetMATHCrossRef Yan, Q., Tang, S., Gabriele, S., Wu, J.: Media coverage and hospital notifications: correlation analysis and optimal media impact duration to manage a pandemic. J. Theor. Biol. 390, 1–13 (2016)MathSciNetMATHCrossRef
7.
Zurück zum Zitat Huo, H., Zhang, X.: Stability and bifurcation for an SEIS epidemic model with the impact of media. Physica A 490, 702–720 (2018)MathSciNetCrossRef Huo, H., Zhang, X.: Stability and bifurcation for an SEIS epidemic model with the impact of media. Physica A 490, 702–720 (2018)MathSciNetCrossRef
8.
Zurück zum Zitat Liu, R., Wu, J., Zhu, H.: Media/psychological impact on multiple outbreaks of emerging infectious diseases. Comput. Math. Methods Med. 8(3), 153–164 (2007)MathSciNetMATHCrossRef Liu, R., Wu, J., Zhu, H.: Media/psychological impact on multiple outbreaks of emerging infectious diseases. Comput. Math. Methods Med. 8(3), 153–164 (2007)MathSciNetMATHCrossRef
9.
Zurück zum Zitat Xiao, D., Ruan, S.: Global analysis of an epidemic model with nonmonotone incidence rate. Math Biosci. 208(2), 419–429 (2007)MathSciNetMATHCrossRef Xiao, D., Ruan, S.: Global analysis of an epidemic model with nonmonotone incidence rate. Math Biosci. 208(2), 419–429 (2007)MathSciNetMATHCrossRef
10.
Zurück zum Zitat Guo, W., Cai, Y., Zhang, Q., Wang, W.: Stochastic persistence and stationary distribution in an SIS epidemic model with media coverage. Physica A 492, 2220–2236 (2018)MathSciNetCrossRef Guo, W., Cai, Y., Zhang, Q., Wang, W.: Stochastic persistence and stationary distribution in an SIS epidemic model with media coverage. Physica A 492, 2220–2236 (2018)MathSciNetCrossRef
11.
Zurück zum Zitat Xiao, Y., Tang, S., Wu, J.: Media impact switching surface during an infectious disease outbreak. Sci. Rep. UK 5, 7838 (2015)CrossRef Xiao, Y., Tang, S., Wu, J.: Media impact switching surface during an infectious disease outbreak. Sci. Rep. UK 5, 7838 (2015)CrossRef
12.
Zurück zum Zitat Khan, M.A., Shah, S.W., Ullah, S., Gómez-Aguilar, J.F.: A dynamical model of asymptomatic carrier Zika virus with optimal control strategies. Nonlinear Anal. Real World Appl. 50, 144–170 (2019)MathSciNetMATHCrossRef Khan, M.A., Shah, S.W., Ullah, S., Gómez-Aguilar, J.F.: A dynamical model of asymptomatic carrier Zika virus with optimal control strategies. Nonlinear Anal. Real World Appl. 50, 144–170 (2019)MathSciNetMATHCrossRef
13.
Zurück zum Zitat Das, D.K., Khajanchi, S., Kar, T.K.: The impact of the media awareness and optimal strategy on the prevalence of tuberculosis. Appl. Math. Comput. 366, 124732 (2020)MathSciNetMATH Das, D.K., Khajanchi, S., Kar, T.K.: The impact of the media awareness and optimal strategy on the prevalence of tuberculosis. Appl. Math. Comput. 366, 124732 (2020)MathSciNetMATH
14.
Zurück zum Zitat Jan, R., Khan, M.A., Gómez-Aguilar, J.F.: Asymptomatic carriers in transmission dynamics of dengue with control interventions. Comput. Optim. Appl. 2019, 1–18 (2019) Jan, R., Khan, M.A., Gómez-Aguilar, J.F.: Asymptomatic carriers in transmission dynamics of dengue with control interventions. Comput. Optim. Appl. 2019, 1–18 (2019)
15.
Zurück zum Zitat Khan, M.A., Islam, S., Zaman, G.: Media coverage campaign in Hepatitis B transmission model. Appl. Math. Comput. 331, 378–393 (2018) MathSciNetMATH Khan, M.A., Islam, S., Zaman, G.: Media coverage campaign in Hepatitis B transmission model. Appl. Math. Comput. 331, 378–393 (2018) MathSciNetMATH
16.
Zurück zum Zitat Li, T., Guo, Y.: Stability and optimal control in a mathematical model of online game addiction. Filomat 33(17), 5691–5711 (2019)MathSciNetCrossRef Li, T., Guo, Y.: Stability and optimal control in a mathematical model of online game addiction. Filomat 33(17), 5691–5711 (2019)MathSciNetCrossRef
17.
Zurück zum Zitat Lu, Z.: From E-heroin to E-sports: the development of competitive gaming in China. Int. J. History Sport 33(18), 2186–2206 (2017)CrossRef Lu, Z.: From E-heroin to E-sports: the development of competitive gaming in China. Int. J. History Sport 33(18), 2186–2206 (2017)CrossRef
18.
Zurück zum Zitat Pang, L., Zhao, Z., Song, X.: Cost-effectiveness analysis of optimal strategy for tumor treatment. Chaos Soliton Fractals 87, 293–301 (2016)MathSciNetMATHCrossRef Pang, L., Zhao, Z., Song, X.: Cost-effectiveness analysis of optimal strategy for tumor treatment. Chaos Soliton Fractals 87, 293–301 (2016)MathSciNetMATHCrossRef
19.
Zurück zum Zitat Driessche, P.V., Watmough, J.: Reproduction numbers and sub-threshold endemic equilibria for compartmental models of disease transmission. Math. Biosci. 180, 29–48 (2002)MathSciNetMATHCrossRef Driessche, P.V., Watmough, J.: Reproduction numbers and sub-threshold endemic equilibria for compartmental models of disease transmission. Math. Biosci. 180, 29–48 (2002)MathSciNetMATHCrossRef
20.
Zurück zum Zitat Fleming, W.H., Rishel, R.W.: Deterministic and Stochastic Optimal Control. Springer, New York (1975)MATHCrossRef Fleming, W.H., Rishel, R.W.: Deterministic and Stochastic Optimal Control. Springer, New York (1975)MATHCrossRef
22.
Zurück zum Zitat Fatoorehchi, H., Alidadi, M., Rach, R., Shojaeian, A.: Theoretical and experimental investigation of thermal dynamics of Steinhart–Hart negative temperature coefficient thermistors. J. Heat Transf. 141(7), 072003 (2019)CrossRef Fatoorehchi, H., Alidadi, M., Rach, R., Shojaeian, A.: Theoretical and experimental investigation of thermal dynamics of Steinhart–Hart negative temperature coefficient thermistors. J. Heat Transf. 141(7), 072003 (2019)CrossRef
23.
Zurück zum Zitat Fatoorehchi, H., Rach, R., Sakhaeinia, H.: Explicit Frost-Kalkwarf type equations for calculation of vapour pressure of liquids from triple to critical point by the Adomian decomposition method. Can. J. Chem. Eng. 95(11), 2199–2208 (2017)CrossRef Fatoorehchi, H., Rach, R., Sakhaeinia, H.: Explicit Frost-Kalkwarf type equations for calculation of vapour pressure of liquids from triple to critical point by the Adomian decomposition method. Can. J. Chem. Eng. 95(11), 2199–2208 (2017)CrossRef
24.
Zurück zum Zitat Makinde, O.D.: Adomian decomposition approach to a SIR epidemic model with constant vaccination strategy. Appl. Math. Comput. 184(2), 842–848 (2007)MathSciNetMATH Makinde, O.D.: Adomian decomposition approach to a SIR epidemic model with constant vaccination strategy. Appl. Math. Comput. 184(2), 842–848 (2007)MathSciNetMATH
25.
Zurück zum Zitat González-Parra, G., Arenas, A.J., Jódar, L.: Piecewise finite series solutions of seasonal diseases models using multistage Adomian method. Commun. Nonlinear Sci. 14, 3967–3977 (2009)MathSciNetMATHCrossRef González-Parra, G., Arenas, A.J., Jódar, L.: Piecewise finite series solutions of seasonal diseases models using multistage Adomian method. Commun. Nonlinear Sci. 14, 3967–3977 (2009)MathSciNetMATHCrossRef
26.
Zurück zum Zitat Fatoorehchi, H., Abolghasemi, H.: An explicit analytic solution to the Thomas-Fermi equation by the improved differential transform method. Acta Phys. Pol. A 125(5), 1083–1087 (2014)CrossRef Fatoorehchi, H., Abolghasemi, H.: An explicit analytic solution to the Thomas-Fermi equation by the improved differential transform method. Acta Phys. Pol. A 125(5), 1083–1087 (2014)CrossRef
27.
Zurück zum Zitat Arenas, A.J., González-Parra, G., Chen-Charpentier, B.M.: Dynamical analysis of the transmission of seasonal diseases using the differential transformation method. Acta Phys. Pol. A 50(5), 765–776 (2009)MathSciNetMATH Arenas, A.J., González-Parra, G., Chen-Charpentier, B.M.: Dynamical analysis of the transmission of seasonal diseases using the differential transformation method. Acta Phys. Pol. A 50(5), 765–776 (2009)MathSciNetMATH
28.
Zurück zum Zitat LaSalle, J.P.: The stability of dynamical systems. In: Regional Conference Series in Applied Mathematics. SIAM, Philadelphia (1976) LaSalle, J.P.: The stability of dynamical systems. In: Regional Conference Series in Applied Mathematics. SIAM, Philadelphia (1976)
29.
Zurück zum Zitat Lukes, D.L.: Differential Equations: Classical to Controlled, Mathematics in Science and Engineering. Academia Press, New York (1982) Lukes, D.L.: Differential Equations: Classical to Controlled, Mathematics in Science and Engineering. Academia Press, New York (1982)
30.
Zurück zum Zitat Sana, M., Saleem, R., Manaf, A., Habib, M.: Varying forward backward sweep method using Runge-Kutta, Euler and Trapezoidal scheme as applied to optimal control problems. Sci. Int. (Labore) 27(2), 839–843 (2015) Sana, M., Saleem, R., Manaf, A., Habib, M.: Varying forward backward sweep method using Runge-Kutta, Euler and Trapezoidal scheme as applied to optimal control problems. Sci. Int. (Labore) 27(2), 839–843 (2015)
31.
Zurück zum Zitat Guo, Y., Li, T.: Optimal control and stability analysis of an online game addiction model with two stages. Math. Methods App Sci. 1, 1–18 (2020)MathSciNetMATH Guo, Y., Li, T.: Optimal control and stability analysis of an online game addiction model with two stages. Math. Methods App Sci. 1, 1–18 (2020)MathSciNetMATH
32.
Zurück zum Zitat Okosun, K.O., Khan, M.A., Bonyah, E., Okosun, O.O.: Cholera-schistosomiasis coinfection dynamics. Optim. Control Appl. Methods 40(4), 703–727 (2019)MathSciNetMATHCrossRef Okosun, K.O., Khan, M.A., Bonyah, E., Okosun, O.O.: Cholera-schistosomiasis coinfection dynamics. Optim. Control Appl. Methods 40(4), 703–727 (2019)MathSciNetMATHCrossRef
33.
Zurück zum Zitat Yıldız, T.A., Karaoǧlu, E.: Optimal control strategies for tuberculosis dynamics with exogenous reinfections in case of treatment at home and treatment in hospital. Nonlinear Dyn. 97(4), 2643–2659 (2019)MATHCrossRef Yıldız, T.A., Karaoǧlu, E.: Optimal control strategies for tuberculosis dynamics with exogenous reinfections in case of treatment at home and treatment in hospital. Nonlinear Dyn. 97(4), 2643–2659 (2019)MATHCrossRef
Metadaten
Titel
Optimal control of an online game addiction model with positive and negative media reports
verfasst von
Tingting Li
Youming Guo
Publikationsdatum
30.10.2020
Verlag
Springer Berlin Heidelberg
Erschienen in
Journal of Applied Mathematics and Computing / Ausgabe 1-2/2021
Print ISSN: 1598-5865
Elektronische ISSN: 1865-2085
DOI
https://doi.org/10.1007/s12190-020-01451-3

Weitere Artikel der Ausgabe 1-2/2021

Journal of Applied Mathematics and Computing 1-2/2021 Zur Ausgabe