Mathematical modeling with optimal control analysis of social media addiction

被引:37
作者
Alemneh, Haileyesus Tessema [1 ]
Alemu, Negesse Yizengaw [1 ]
机构
[1] Univ Gondar, Coll Nat & Computat Sci, Dept Math, Gondar, Ethiopia
关键词
Social media addiction; Compartmental model; Stablity analysis; Optimal control; Numerical simulation;
D O I
10.1016/j.idm.2021.01.011
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
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 (R-0), were computed. From the stability analysis, we found that the social media addiction free equilibrium point (SMAFEP) is locally asymptotically stable if R-0 < 1. The global asymptotic stablity of SMAFEP is stablished using Castillo-Chavez theorem. If R-0 > 1 the unique endemic equilibruim is locally assymptotically stable. Also using Center Manifold theorem, the model exhabits a forward bifurcation at R-0 = 1. 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. (c) 2021 The Authors. Production and hosting by Elsevier B.V. on behalf of KeAi Communications Co., Ltd. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:405 / 419
页数:15
相关论文
共 36 条
[1]  
Adu I, 2017, British J. Math. Comp. Sci., V22, P1, DOI DOI 10.9734/BJMCS/2017/33659
[2]  
Alemneh H. T., 2020, J APPL MATH
[3]  
Alemneh H.T., 2019, Glob. J. Pure Appl. Math., V15, P55
[4]  
Alemneh H. T., 2020, MATHEMATICAL MODELIN
[5]  
Alemneh H. T., 2019, INT J MATH MATH SCI, P24
[6]  
Alemneh HT, 2020, Egypt J Basic Appl Sci, V7, P180
[7]   SENSITIVITY AND UNCERTAINTY ANALYSIS OF COMPLEX-MODELS OF DISEASE TRANSMISSION - AN HIV MODEL, AS AN EXAMPLE [J].
BLOWER, SM ;
DOWLATABADI, H .
INTERNATIONAL STATISTICAL REVIEW, 1994, 62 (02) :229-243
[8]   Strategies for self-controlling social media use: Classification and role in preventing social media addiction symptoms [J].
Brevers, Damien ;
Turel, Ofir .
JOURNAL OF BEHAVIORAL ADDICTIONS, 2019, 8 (03) :554-563
[9]   Dynamical models of tuberculosis and their applications [J].
Castillo-Chavez, C ;
Song, BJ .
MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2004, 1 (02) :361-404
[10]  
Castillo-Chavez C., 2002, MODELS METHODS THEOR, V1