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运用随机和确定性方法对新冠疫情在非洲和欧洲的传播进行建模与预测

Modeling and forecasting the spread of COVID-19 with stochastic and deterministic approaches: Africa and Europe.

作者信息

Atangana Abdon, İğret Araz Seda

机构信息

Institute for Groundwater Studies, Faculty of Natural and Agricultural Sciences, University of the Free State, Bloemfontein, South Africa.

Department of Medical Research, China Medical University Hospital, China Medical University, Taichung, Taiwan.

出版信息

Adv Differ Equ. 2021;2021(1):57. doi: 10.1186/s13662-021-03213-2. Epub 2021 Jan 20.

Abstract

Using the existing collected data from European and African countries, we present a statistical analysis of forecast of the future number of daily deaths and infections up to 10 September 2020. We presented numerous statistical analyses of collected data from both continents using numerous existing statistical theories. Our predictions show the possibility of the second wave of spread in Europe in the worse scenario and an exponential growth in the number of infections in Africa. The projection of statistical analysis leads us to introducing an extended version of the well-blancmange function to further capture the spread with fractal properties. A mathematical model depicting the spread with nine sub-classes is considered, first converted to a stochastic system, where the existence and uniqueness are presented. Then the model is extended to the concept of nonlocal operators; due to nonlinearity, a modified numerical scheme is suggested and used to present numerical simulations. The suggested mathematical model is able to predict two to three waves of the spread in the near future.

摘要

利用从欧洲和非洲国家收集的现有数据,我们对截至2020年9月10日的每日死亡人数和感染人数的未来预测进行了统计分析。我们运用众多现有的统计理论,对来自两大洲的收集数据进行了大量统计分析。我们的预测显示,在最坏的情况下,欧洲可能会出现第二波传播,而非洲的感染人数将呈指数增长。统计分析的预测结果促使我们引入了威尔布拉汉姆函数的扩展版本,以进一步捕捉具有分形特性的传播情况。我们考虑了一个描述九个子类传播情况的数学模型,首先将其转换为一个随机系统,并给出了其存在性和唯一性。然后将该模型扩展到非局部算子概念;由于非线性,提出了一种改进的数值格式并用于进行数值模拟。所提出的数学模型能够预测在不久的将来会出现两到三波传播。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ebd/7816167/aef02c85eff8/13662_2021_3213_Fig1_HTML.jpg

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