Logistic equation and COVID-19

被引:57
|
作者
Pelinovsky, Efim [1 ,2 ,3 ]
Kurkin, Andrey [1 ]
Kurkina, Oxana [1 ]
Kokoulina, Maria [1 ]
Epifanova, Anastasia [1 ]
机构
[1] Nizhnii Novgorod State Tech Univ, Minin St 24, Nizhnii Novgorod 603950, Russia
[2] Natl Res Univ Higher Sch Econ, Myasnitskaya St 20, Moscow 101000, Russia
[3] Inst Appl Phys, Ulyanov St 46, Nizhnii Novgorod 603950, Russia
关键词
Logistic equation; Generalized logistic model; Mathematical modeling; COVID-19;
D O I
10.1016/j.chaos.2020.110241
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The generalized logistic equation is used to interpret the COVID-19 epidemic data in several countries: Austria, Switzerland, the Netherlands, Italy, Turkey and South Korea. The model coefficients are calculated: the growth rate and the expected number of infected people, as well as the exponent indexes in the generalized logistic equation. It is shown that the dependence of the number of the infected people on time is well described on average by the logistic curve (within the framework of a simple or generalized logistic equation) with a determination coefficient exceeding 0.8. At the same time, the dependence of the number of the infected people per day on time has a very uneven character and can be described very roughly by the logistic curve. To describe it, it is necessary to take into account the dependence of the model coefficients on time or on the total number of cases. Variations, for example, of the growth rate can reach 60%. The variability spectra of the coefficients have characteristic peaks at periods of several days, which corresponds to the observed serial intervals. The use of the stochastic logistic equation is proposed to estimate the number of probable peaks in the coronavirus incidence. (c) 2020 Elsevier Ltd. All rights reserved.
引用
收藏
页数:13
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