通过优化控制和成本效益分析建立 COVID-19 传播的数学模型

Jufren Zakayo Ndendya, Goodluck Mlay, Herieth Rwezaura
{"title":"通过优化控制和成本效益分析建立 COVID-19 传播的数学模型","authors":"Jufren Zakayo Ndendya,&nbsp;Goodluck Mlay,&nbsp;Herieth Rwezaura","doi":"10.1016/j.cmpbup.2024.100155","DOIUrl":null,"url":null,"abstract":"<div><p>The present global health threat is the novel coronavirus disease (COVID-19), caused by a new strain of the SARS-CoV-2 coronavirus. In this study, have employed optimal control theory, aided by Pontryagin’s Maximum Principle, to explore optimal control measures. Specifically, we have investigated time-dependent intervention strategies, including the proper use of personal protective measures and vaccination. Bifurcation analysis was conducted and results shows that the model system exhibit a forward bifurcation. The optimal control system have been numerically simulated using the fourth-order Runge–Kutta methods. The results show that the implementation of the combination of the two interventions was more significant and effective in minimizing the spread of the COVID-19 than the implementation of a single control measure. These findings underscore the significance of multifaceted intervention approaches over singular control measures. Notably, the combined implementation of interventions emerges as markedly more effective in containing COVID-19 transmission. Moreover, our study identifies personal protective measures as a particularly cost-effective intervention, offering substantial relief from the burden of the pandemic within the population. We anticipate that our research will inform evidence-based approaches to pandemic control and aid in the ongoing global efforts to safeguard public health.</p></div>","PeriodicalId":72670,"journal":{"name":"Computer methods and programs in biomedicine update","volume":"5 ","pages":"Article 100155"},"PeriodicalIF":0.0000,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666990024000223/pdfft?md5=9a97650d33c27c586931ccfb4171acc7&pid=1-s2.0-S2666990024000223-main.pdf","citationCount":"0","resultStr":"{\"title\":\"Mathematical modelling of COVID-19 transmission with optimal control and cost-effectiveness analysis\",\"authors\":\"Jufren Zakayo Ndendya,&nbsp;Goodluck Mlay,&nbsp;Herieth Rwezaura\",\"doi\":\"10.1016/j.cmpbup.2024.100155\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>The present global health threat is the novel coronavirus disease (COVID-19), caused by a new strain of the SARS-CoV-2 coronavirus. In this study, have employed optimal control theory, aided by Pontryagin’s Maximum Principle, to explore optimal control measures. Specifically, we have investigated time-dependent intervention strategies, including the proper use of personal protective measures and vaccination. Bifurcation analysis was conducted and results shows that the model system exhibit a forward bifurcation. The optimal control system have been numerically simulated using the fourth-order Runge–Kutta methods. The results show that the implementation of the combination of the two interventions was more significant and effective in minimizing the spread of the COVID-19 than the implementation of a single control measure. These findings underscore the significance of multifaceted intervention approaches over singular control measures. Notably, the combined implementation of interventions emerges as markedly more effective in containing COVID-19 transmission. Moreover, our study identifies personal protective measures as a particularly cost-effective intervention, offering substantial relief from the burden of the pandemic within the population. We anticipate that our research will inform evidence-based approaches to pandemic control and aid in the ongoing global efforts to safeguard public health.</p></div>\",\"PeriodicalId\":72670,\"journal\":{\"name\":\"Computer methods and programs in biomedicine update\",\"volume\":\"5 \",\"pages\":\"Article 100155\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S2666990024000223/pdfft?md5=9a97650d33c27c586931ccfb4171acc7&pid=1-s2.0-S2666990024000223-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computer methods and programs in biomedicine update\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2666990024000223\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computer methods and programs in biomedicine update","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2666990024000223","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

新型冠状病毒病(COVID-19)是当前全球健康面临的威胁,它是由 SARS-CoV-2 冠状病毒的新菌株引起的。在本研究中,我们运用最优控制理论,并在庞特里亚金最大原则的帮助下,探索了最优控制措施。具体而言,我们研究了随时间变化的干预策略,包括正确使用个人防护措施和接种疫苗。我们进行了分岔分析,结果表明模型系统呈现正向分岔。使用四阶 Runge-Kutta 方法对优化控制系统进行了数值模拟。结果表明,与实施单一控制措施相比,实施两种干预措施的组合对最大限度地减少 COVID-19 的传播更为显著和有效。这些发现强调了多方面干预方法比单一控制措施更有意义。值得注意的是,联合实施干预措施在遏制 COVID-19 传播方面明显更为有效。此外,我们的研究还发现,个人防护措施是一种特别具有成本效益的干预措施,可大大减轻大流行病在人群中造成的负担。我们预计,我们的研究将为以证据为基础的大流行病控制方法提供信息,并有助于全球为保障公共健康所做的不懈努力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Mathematical modelling of COVID-19 transmission with optimal control and cost-effectiveness analysis

The present global health threat is the novel coronavirus disease (COVID-19), caused by a new strain of the SARS-CoV-2 coronavirus. In this study, have employed optimal control theory, aided by Pontryagin’s Maximum Principle, to explore optimal control measures. Specifically, we have investigated time-dependent intervention strategies, including the proper use of personal protective measures and vaccination. Bifurcation analysis was conducted and results shows that the model system exhibit a forward bifurcation. The optimal control system have been numerically simulated using the fourth-order Runge–Kutta methods. The results show that the implementation of the combination of the two interventions was more significant and effective in minimizing the spread of the COVID-19 than the implementation of a single control measure. These findings underscore the significance of multifaceted intervention approaches over singular control measures. Notably, the combined implementation of interventions emerges as markedly more effective in containing COVID-19 transmission. Moreover, our study identifies personal protective measures as a particularly cost-effective intervention, offering substantial relief from the burden of the pandemic within the population. We anticipate that our research will inform evidence-based approaches to pandemic control and aid in the ongoing global efforts to safeguard public health.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
5.90
自引率
0.00%
发文量
0
审稿时长
10 weeks
期刊最新文献
Fostering digital health literacy to enhance trust and improve health outcomes Machine learning from real data: A mental health registry case study ResfEANet: ResNet-fused External Attention Network for Tuberculosis Diagnosis using Chest X-ray Images Role-playing recovery in social virtual worlds: Adult use of child avatars as PTSD therapy Comparative evaluation of low-cost 3D scanning devices for ear acquisition
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1