Advancing COVID-19 stochastic modeling: a comprehensive examination integrating vaccination classes through higher-order spectral scheme analysis.

IF 1.7 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Laiquan Wang, Sami Ullah Khan, Farman U Khan, Salman A AlQahtani, Atif M Alamri
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引用次数: 0

Abstract

This research article presents a comprehensive analysis aimed at enhancing the stochastic modeling of COVID-19 dynamics by incorporating vaccination classes through a higher-order spectral scheme. The ongoing COVID-19 pandemic has underscored the critical need for accurate and adaptable modeling techniques to inform public health interventions. In this study, we introduce a novel approach that integrates various vaccination classes into a stochastic model to provide a more nuanced understanding of disease transmission dynamics. We employ a higher-order spectral scheme to capture complex interactions between different population groups, vaccination statuses, and disease parameters. Our analysis not only enhances the predictive accuracy of COVID-19 modeling but also facilitates the exploration of various vaccination strategies and their impact on disease control. The findings of this study hold significant implications for optimizing vaccination campaigns and guiding policy decisions in the ongoing battle against the COVID-19 pandemic.

推进 COVID-19 随机建模:通过高阶频谱方案分析全面检查疫苗接种类别。
这篇研究文章介绍了一项综合分析,旨在通过高阶谱方案将疫苗接种类别纳入其中,从而增强 COVID-19 动态的随机建模。目前正在流行的 COVID-19 大流行凸显了对精确且适应性强的建模技术的迫切需要,以便为公共卫生干预提供信息。在本研究中,我们引入了一种新方法,将各种疫苗接种类别整合到随机模型中,以提供对疾病传播动态更细致入微的理解。我们采用了一种高阶谱方案来捕捉不同人群、疫苗接种状态和疾病参数之间复杂的相互作用。我们的分析不仅提高了 COVID-19 模型的预测准确性,还有助于探索各种疫苗接种策略及其对疾病控制的影响。这项研究的结果对优化疫苗接种活动和指导正在进行的抗击 COVID-19 大流行的政策决策具有重要意义。
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
4.10
自引率
6.20%
发文量
179
审稿时长
4-8 weeks
期刊介绍: The primary aims of Computer Methods in Biomechanics and Biomedical Engineering are to provide a means of communicating the advances being made in the areas of biomechanics and biomedical engineering and to stimulate interest in the continually emerging computer based technologies which are being applied in these multidisciplinary subjects. Computer Methods in Biomechanics and Biomedical Engineering will also provide a focus for the importance of integrating the disciplines of engineering with medical technology and clinical expertise. Such integration will have a major impact on health care in the future.
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