Concept and solution of digital twin based on a Stieltjes differential equation

被引:27
作者
Area, Ivan [1 ]
Fernandez, Francisco J. [2 ]
Nieto, Juan J. [2 ]
Tojo, F. Adrian F. [2 ]
机构
[1] Univ Vigo, Dept Matemat Aplicada 2, EE Aeronaut & Espazo, CITMAga, Campus Ourense, Orense 32004, Spain
[2] Univ Santiago de Compostela, Inst Matemat, CITMAga, Santiago De Compostela 15782, Spain
关键词
compartmental epidemiological model; COVID-19; digital twin; Stieltjes differential equation; SIR EPIDEMIC MODEL;
D O I
10.1002/mma.8252
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We introduce the concept of a digital twin by using Stieltjes differential equations. A precise mathematical definition of solution to the problem is presented. We also analyze the existence and uniqueness of solutions, introduce the concept of main digital twin. As a particular case, the classical compartmental SIR (susceptible, infected, recovered) epidemic model is considered and we study the interrelation between the digital twin and the system. In doing so, we use Stieltjes derivatives to feed the data from the real system to the virtual model which, in return, improves it in real time. Numerical simulations with real data of the COVID-19 epidemic show the accuracy of the proposed ideas.
引用
收藏
页码:7451 / 7465
页数:15
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