Stochastic stability and global dynamics of a mathematical model for drug use: Statistical sensitivity analysis via PRCC

Sara Soulaimani , Abdelilah Kaddar , Fathalla A. Rihan
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Abstract

This article examines the stochastic stability and global dynamics of a mathematical model of drug use. The model divides the population into five compartments current drug users, temporarily abstinent drug users, permanently abstinent drug users, and drug users in rehabilitation. Using Brownian motion, deterministic equations are extended to incorporate stochastic perturbations, capturing real-life uncertainties in drug use within compartments. An analysis of Lyapunov functions is used to determine the global stability of the model. By introducing stochastic elements into the model, we can examine its stability under random perturbations. A global sensitivity analysis, including PRCC results, is conducted to confirm the robustness of the model. Stable drug-free and drug-present equilibria can be maintained in both deterministic and stochastic environments. Numerical simulations illustrate the impact of various parameters on population dynamics and rehabilitation program effectiveness.
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药物使用数学模型的随机稳定性和全局动态性:通过 PRCC 进行统计敏感性分析
本文研究了一个吸毒数学模型的随机稳定性和全局动力学。该模型将人口分为五个部分:当前吸毒者、暂时戒毒者、永久戒毒者和康复中的吸毒者。利用布朗运动,将确定性方程扩展到随机扰动,从而捕捉到现实生活中各分区内毒品使用的不确定性。对 Lyapunov 函数的分析用于确定模型的全局稳定性。通过在模型中引入随机因素,我们可以检验模型在随机扰动下的稳定性。我们还进行了包括 PRCC 结果在内的全局敏感性分析,以确认模型的稳健性。在确定性和随机环境中,都能保持稳定的无药平衡和有药平衡。数值模拟说明了各种参数对种群动态和康复计划有效性的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.20
自引率
0.00%
发文量
138
审稿时长
14 weeks
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