Stabilizing COVID-19 Infections in US by Feedback Control based Test and Quarantine

Abhishek Dutta
{"title":"Stabilizing COVID-19 Infections in US by Feedback Control based Test and Quarantine","authors":"Abhishek Dutta","doi":"10.1109/GHTC46280.2020.9342623","DOIUrl":null,"url":null,"abstract":"COVID-19 has caused an unprecedented amount of mental and economic turmoil with ever increasing fatality and no vaccination in sight. Here, feedback control theory based regulation of daily tests and quarantine is proposed to guarantee prescribed degree of exponential decay in number of infections. A dynamic model of COVID-19 is constructed and the parameters are further optimized using trust region method to match the reported cases trend in the US. Next, Lyapunov stability based controllers are designed that prescribe the amount of daily positive tests to be done in order to eradicate the infections in a much shorter time span without any further social restrictions. The results show a dramatic reduction in the number of cases and span of COVID-19 can be obtained doubling the number of daily quarantines.","PeriodicalId":314837,"journal":{"name":"2020 IEEE Global Humanitarian Technology Conference (GHTC)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"10","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE Global Humanitarian Technology Conference (GHTC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/GHTC46280.2020.9342623","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 10

Abstract

COVID-19 has caused an unprecedented amount of mental and economic turmoil with ever increasing fatality and no vaccination in sight. Here, feedback control theory based regulation of daily tests and quarantine is proposed to guarantee prescribed degree of exponential decay in number of infections. A dynamic model of COVID-19 is constructed and the parameters are further optimized using trust region method to match the reported cases trend in the US. Next, Lyapunov stability based controllers are designed that prescribe the amount of daily positive tests to be done in order to eradicate the infections in a much shorter time span without any further social restrictions. The results show a dramatic reduction in the number of cases and span of COVID-19 can be obtained doubling the number of daily quarantines.
通过基于反馈控制的测试和隔离稳定美国的COVID-19感染
COVID-19造成了前所未有的精神和经济动荡,致死率不断上升,而且看不到疫苗接种。在此,提出了基于反馈控制理论的日常检测和检疫调节,以保证感染数量的指数衰减的规定程度。建立了COVID-19动态模型,并利用信任域方法进一步优化参数,以匹配美国报告病例趋势。接下来,设计了基于李亚普诺夫稳定性的控制器,规定了每天要做的阳性测试的数量,以便在更短的时间内消除感染,而没有任何进一步的社会限制。结果显示,COVID-19病例数量和持续时间大幅减少,每日隔离次数增加一倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信