Pandemic Equation for Describing and Predicting COVID19 Evolution

被引:0
|
作者
Michael Shur
机构
[1] Rensselaer Polytechnic Institute,
[2] Electronics of the Future,undefined
[3] Inc.,undefined
关键词
COVID19; Pandemic; Mitigation; Quarantine;
D O I
暂无
中图分类号
学科分类号
摘要
The purpose of this work is to describe the dynamics of the COVID-19 pandemics accounting for the mitigation measures, for the introduction or removal of the quarantine, and for the effect of vaccination when and if introduced. The methods used include the derivation of the Pandemic Equation describing the mitigation measures via the evolution of the growth time constant in the Pandemic Equation resulting in an asymmetric pandemic curve with a steeper rise than a decrease and mitigation measures. The Pandemic Equation predicts how the quarantine removal and business opening lead to a spike in the pandemic curve. The effective vaccination reduces the new daily infections predicted by the Pandemic Equation. The pandemic curves in many localities have similar time dependencies but shifted in time. The Pandemic Equation parameters extracted from the well advanced pandemic curves can be used for predicting the pandemic evolution in the localities, where the pandemics is still in the initial stages. Using the multiple pandemic locations for the parameter extraction allows for the uncertainty quantification in predicting the pandemic evolution using the introduced Pandemic Equation. Compared with other pandemic models our approach allows for easier parameter extraction amenable to using Artificial Intelligence models.
引用
收藏
页码:168 / 180
页数:12
相关论文
共 50 条
  • [1] Pandemic Equation for Describing and Predicting COVID19 Evolution
    Shur, Michael
    [J]. JOURNAL OF HEALTHCARE INFORMATICS RESEARCH, 2021, 5 (02) : 168 - 180
  • [2] Describing and Predicting COVID19 Evolution Using Pandemic Equation
    Shur, Michael
    [J]. 2020 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2020, : 5822 - 5824
  • [3] The Evolution of Rheumatologist's Practice in Response to the COVID19 Pandemic
    Bacalao, Maria
    Dao, Kathryn
    Cush, John
    [J]. ARTHRITIS & RHEUMATOLOGY, 2020, 72
  • [4] COVID19: an announced pandemic
    Platto, Sara
    Xue, Tongtong
    Carafoli, Ernesto
    [J]. CELL DEATH & DISEASE, 2020, 11 (09)
  • [5] COVID19: an announced pandemic
    Sara Platto
    Tongtong Xue
    Ernesto Carafoli
    [J]. Cell Death & Disease, 11
  • [6] The evolution of maternal stressors and coping strategies during the COVID19 pandemic
    Talati, Asha N.
    Manuck, Tracy A.
    [J]. AMERICAN JOURNAL OF OBSTETRICS AND GYNECOLOGY, 2021, 224 (02) : S633 - S633
  • [7] The "immunity debt" of the COVID19 pandemic
    Passi, Gouri Rao
    [J]. INDIAN PEDIATRICS, 2021, 58 (08) : 796 - 796
  • [8] Covid19 and the power of the state during a pandemic
    Mareiniss, Darren P.
    [J]. AMERICAN JOURNAL OF EMERGENCY MEDICINE, 2021, 42 : 240 - 241
  • [9] On economy, health and politics of the Covid19 pandemic
    Zarkov, Dubravka
    [J]. EUROPEAN JOURNAL OF WOMENS STUDIES, 2020, 27 (03) : 213 - 217
  • [10] Improving communication through the COVID19 pandemic
    Lake, D.
    Kaliyanda, M.
    Henwood, M.
    Waight, G.
    Protopapas, M.
    [J]. ANAESTHESIA, 2021, 76 : 86 - 86