麻疹-肺炎合并感染的新型数学模型的数值分析

IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY
Adil Jhangeer , Seerat Fatima , Nauman Raza , Muhammad Hamza Rafiq , Nehad Ali Shah , Mustafa Bayram
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引用次数: 0

摘要

在巴基斯坦,由于免疫力低下、医疗可及性方面的挑战和财政不稳定,麻疹和肺炎导致严重的健康恶化和死亡。本研究提出了一个新的数学模型,整合疫苗和治疗类别,以调查巴基斯坦麻疹-肺炎合并感染的动态。通过证明模型的正性和不变域等关键特征,保证了模型的有效性。确定基本繁殖数R0和平衡点,以评估疾病是持续存在还是逐渐消失。采用Routh-Hurwitz准则评价系统的局部稳定性,利用Lyapunov函数在无感染平衡点建立系统的全局稳定性。在使用巴基斯坦麻疹病例的真实数据确定参数后,该模型可以准确地拟合实际病例。通过数值模拟研究提高疫苗接种效率对感染率的影响,并深入了解当繁殖数R0小于或大于1时两种疾病的表现。进行了全球敏感性分析,以确定关键参数对合并感染疾病传播的影响及其对两种疾病繁殖数的影响。我们的结果证明了所实施的技术在提高爆发预测的准确性方面的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Numerical analysis of a novel mathematical model of measles-pneumonia co-infection with treated-vaccinated compartment
Measles and pneumonia in Pakistan cause severe health deterioration and fatality due to weak immunity, medical accessibility challenges, and financial instability. This study proposes a new mathematical model integrating vaccine and treatment classes to investigate measles-pneumonia co-infection dynamics in Pakistan. The model's validity is assured by proving key characteristics such as positivity and invariant region. The basic reproduction number R0 and equilibrium points are determined to evaluate whether the diseases endure or fade away. The Routh-Hurwitz criteria are used to evaluate the local stability, and global stability is established by using a Lyapunov function at the infection-free equilibrium. The model is visually shown to accurately fit actual cases after determining parameters using real data on measles cases in Pakistan. Numerical simulations are performed to investigate the effect of enhancing vaccination efficiency on infection rates and give insights into how both diseases behave when the reproduction number R0 is less or more than one. A global sensitivity analysis is performed to identify the impact of crucial parameters on co-infection disease transmission and their impact on both disease reproduction numbers. Our results demonstrate the effectiveness of the implemented techniques in enhancing the accuracy of outbreak predictions.
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来源期刊
Ain Shams Engineering Journal
Ain Shams Engineering Journal Engineering-General Engineering
CiteScore
10.80
自引率
13.30%
发文量
441
审稿时长
49 weeks
期刊介绍: in Shams Engineering Journal is an international journal devoted to publication of peer reviewed original high-quality research papers and review papers in both traditional topics and those of emerging science and technology. Areas of both theoretical and fundamental interest as well as those concerning industrial applications, emerging instrumental techniques and those which have some practical application to an aspect of human endeavor, such as the preservation of the environment, health, waste disposal are welcome. The overall focus is on original and rigorous scientific research results which have generic significance. Ain Shams Engineering Journal focuses upon aspects of mechanical engineering, electrical engineering, civil engineering, chemical engineering, petroleum engineering, environmental engineering, architectural and urban planning engineering. Papers in which knowledge from other disciplines is integrated with engineering are especially welcome like nanotechnology, material sciences, and computational methods as well as applied basic sciences: engineering mathematics, physics and chemistry.
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