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Mathematical modeling with optimal control analysis of social media addiction
In this paper, we developed a deterministic mathematical model of social media addiction (SMA) with an optimal control strategy. Major qualitative analysis like the social media addiction free equilibrium point (E(0)), endemic equilibrium point (E∗), basic reproduction number [Formula: see text] , w...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
KeAi Publishing
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7881229/ https://www.ncbi.nlm.nih.gov/pubmed/33615084 http://dx.doi.org/10.1016/j.idm.2021.01.011 |
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author | Alemneh, Haileyesus Tessema Alemu, Negesse Yizengaw |
author_facet | Alemneh, Haileyesus Tessema Alemu, Negesse Yizengaw |
author_sort | Alemneh, Haileyesus Tessema |
collection | PubMed |
description | In this paper, we developed a deterministic mathematical model of social media addiction (SMA) with an optimal control strategy. Major qualitative analysis like the social media addiction free equilibrium point (E(0)), endemic equilibrium point (E∗), basic reproduction number [Formula: see text] , were computed. From the stability analysis, we found that the social media addiction free equilibrium point (SMAFEP) is locally asymptotically stable if [Formula: see text]. The global asymptotic stablity of SMAFEP is stablished using Castillo-Chavez theorem. If [Formula: see text] the unique endemic equilibruim is locally assymptotically stable. Also using Center Manifold theorem, the model exhabits a forward bifurcation at [Formula: see text]. The sensitivity of model parameters is done using the normalized forward sensitivity index definition. Secondly, we introduced two time dependent controls on the basic model and formulated an optimal control model. Then, we used the Pontryagin’s maximum principle to find the optimal system of the model. Numerical simulations, on the optimal control problem using the fourth-order Range-Kutta forward-backward sweep method, on the suggested strategies for SMA is performed. We found that to effectively control SMA at a specified period of time, stakeholders and policymakers must apply the integrated control strategies C. |
format | Online Article Text |
id | pubmed-7881229 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | KeAi Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-78812292021-02-19 Mathematical modeling with optimal control analysis of social media addiction Alemneh, Haileyesus Tessema Alemu, Negesse Yizengaw Infect Dis Model Original Research Article In this paper, we developed a deterministic mathematical model of social media addiction (SMA) with an optimal control strategy. Major qualitative analysis like the social media addiction free equilibrium point (E(0)), endemic equilibrium point (E∗), basic reproduction number [Formula: see text] , were computed. From the stability analysis, we found that the social media addiction free equilibrium point (SMAFEP) is locally asymptotically stable if [Formula: see text]. The global asymptotic stablity of SMAFEP is stablished using Castillo-Chavez theorem. If [Formula: see text] the unique endemic equilibruim is locally assymptotically stable. Also using Center Manifold theorem, the model exhabits a forward bifurcation at [Formula: see text]. The sensitivity of model parameters is done using the normalized forward sensitivity index definition. Secondly, we introduced two time dependent controls on the basic model and formulated an optimal control model. Then, we used the Pontryagin’s maximum principle to find the optimal system of the model. Numerical simulations, on the optimal control problem using the fourth-order Range-Kutta forward-backward sweep method, on the suggested strategies for SMA is performed. We found that to effectively control SMA at a specified period of time, stakeholders and policymakers must apply the integrated control strategies C. KeAi Publishing 2021-02-05 /pmc/articles/PMC7881229/ /pubmed/33615084 http://dx.doi.org/10.1016/j.idm.2021.01.011 Text en © 2021 The Authors. Production and hosting by Elsevier B.V. on behalf of KeAi Communications Co., Ltd. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Original Research Article Alemneh, Haileyesus Tessema Alemu, Negesse Yizengaw Mathematical modeling with optimal control analysis of social media addiction |
title | Mathematical modeling with optimal control analysis of social media addiction |
title_full | Mathematical modeling with optimal control analysis of social media addiction |
title_fullStr | Mathematical modeling with optimal control analysis of social media addiction |
title_full_unstemmed | Mathematical modeling with optimal control analysis of social media addiction |
title_short | Mathematical modeling with optimal control analysis of social media addiction |
title_sort | mathematical modeling with optimal control analysis of social media addiction |
topic | Original Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7881229/ https://www.ncbi.nlm.nih.gov/pubmed/33615084 http://dx.doi.org/10.1016/j.idm.2021.01.011 |
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