System identification and mathematical modeling of the pandemic spread COVID-19 in Serbia

被引:2
|
作者
Sajic, Jasmina Lozanovic [1 ,2 ]
Langthaler, Sonja [1 ]
Schroettner, Joerg [1 ]
Baumgartner, Christian [1 ]
机构
[1] Graz Univ Technol, Inst Hlth Care Engn, European Testing Ctr Med Devices, Graz, Austria
[2] Univ Belgrade, Innovat Ctr, Fac Mech Engn, Kraljice Marije 16, Belgrade, Serbia
来源
IFAC PAPERSONLINE | 2022年 / 55卷 / 04期
关键词
biomedical engineering; system identification; mathematical model; covid-19;
D O I
10.1016/j.ifacol.2022.06.003
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents applications of control system theory in biomedical engineering. These methodologies are used in engineering sciences to obtain a mathematical model of systems, but system identification as scientific methodology is rarely used in biomedical engineering. The paper presents exemplarily control theory and system identification as methods for obtaining a mathematical model of the spread SARS-CoV-2 virus. The models obtained in the course of this are data-driven and strongly data-dependent. The available dataset allowed us to consider a model of a pandemic spread in the context of both the number of tested individuals and the number of infected individuals and with a resultant model that is nonlinear. We also considered a mathematical model for the dependence between the number of confirmed infected individuals and the number of deaths caused by the disease. The resulting model is linear given with the transfer function corresponding to the second-order differential equation. The mathematical models developed were additionally analyzed in accordance with controllability and observability.
引用
收藏
页码:19 / 24
页数:6
相关论文
共 50 条
  • [31] Mathematical model, forecast and analysis on the spread of COVID-19
    Mishra, Bimal Kumar
    Keshri, Ajit Kumar
    Saini, Dinesh Kumar
    Ayesha, Syeda
    Mishra, Binay Kumar
    Rao, Yerra Shankar
    [J]. CHAOS SOLITONS & FRACTALS, 2021, 147
  • [32] Mathematical modelling of the spread of COVID-19 on a university campus
    Muller, Kaitlyn
    Muller, Peter A.
    [J]. INFECTIOUS DISEASE MODELLING, 2021, 6 : 1025 - 1045
  • [33] Modeling and forecasting of COVID-19 spread in urban rail transit system
    Lei, Bin
    Liu, Xing-Liang
    Cao, Zhen
    Hao, Ya-Rui
    Zhang, Yuan
    Chen, Xin-Miao
    [J]. Jiaotong Yunshu Gongcheng Xuebao/Journal of Traffic and Transportation Engineering, 2020, 20 (03): : 139 - 149
  • [34] Modeling the Spread of COVID-19 with the Control of Mixed Vaccine Types during the Pandemic in Thailand
    Intarapanya, Tanatorn
    Suratanee, Apichat
    Pattaradilokrat, Sittiporn
    Plaimas, Kitiporn
    [J]. TROPICAL MEDICINE AND INFECTIOUS DISEASE, 2023, 8 (03)
  • [35] Artificial intelligence for COVID-19 spread modeling
    Krivorotko, Olga
    Kabanikhin, Sergey
    [J]. JOURNAL OF INVERSE AND ILL-POSED PROBLEMS, 2024, 32 (02): : 297 - 332
  • [36] Modeling the Spread of COVID-19 in Enclosed Spaces
    Gaddis, Matthew David
    Manoranjan, Valipuram S.
    [J]. MATHEMATICAL AND COMPUTATIONAL APPLICATIONS, 2021, 26 (04)
  • [37] Modeling COVID-19 spread in small colleges
    Bahl, Riti
    Eikmeier, Nicole
    Fraser, Alexandra
    Junge, Matthew
    Keesing, Felicia
    Nakahata, Kukai
    Reeves, Lily
    [J]. PLOS ONE, 2021, 16 (08):
  • [38] Treatment of neurology patients during the COVID-19 pandemic in Serbia
    Raicevic, Ranko
    Zivanovic, Zeljko
    Vukicevic, Marijana
    Zivkovic, Miroslava
    Pasovski, Viktor
    Stojkovic, Mirjana
    Grunauer, Marija
    Apostolovic, Tija
    Ilic, Aleksandra
    [J]. VOJNOSANITETSKI PREGLED, 2021, 78 (03) : 376 - 378
  • [39] ECHOS survey on echocardiography in Serbia during the COVID-19 pandemic
    Krljanac, Gordana
    Stefanovic, Maja
    Mladenovic, Zorica
    Deljanin-Ilic, Marina
    Janicijevic, Aleksandra
    Stefanovic, Milica
    Trifunovic-Zamaklar, Danijela
    Neskovic, Aleksandar
    Stankovic, Ivan
    [J]. SRPSKI ARHIV ZA CELOKUPNO LEKARSTVO, 2020, 148 (9-10) : 590 - 593
  • [40] EVALUATING DISTANCE EDUCATION IN SERBIA DURING THE COVID-19 PANDEMIC
    Krstic, Suzana V. Markovic
    Radulovic, Lela R. Milosevic
    [J]. PROBLEMS OF EDUCATION IN THE 21ST CENTURY, 2021, 79 (03) : 467 - 484