Skip to main content
Top

2023 | OriginalPaper | Chapter

Using Cellular Automata to Compare SARS-CoV-2 Infectiousness in Different POIs and Under Different Conditions

Authors : Agnieszka Motyka, Aleksandra Bartnik, Aleksandra Żurko, Marta Giziewska, Paweł Gora, Jacek Sroka

Published in: Proceedings of International Conference on Frontiers in Computing and Systems

Publisher: Springer Nature Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this paper, we propose a stochastic model based on cellular automata and graphs to explore the spread of infectious viruses (like SARS-CoV-2) in closed rooms. We also present a simulator implementing this model which allows studying how different policies affect the spread of viruses. As we show, the simulator can be used to explore scenarios in various points of interest (POIs) like shops, public trams or fitness centres. It could be useful for policymakers to check (by changing the parameters of the simulations) the effectiveness of different regulations like limiting the maximum occupancy of POIs and mandating the usage of face masks to decrease the spread of aerosols. The simulator can also be used to compare the hazard level that different kinds of POIs pose. Also, the simulations can be visualised and showed to the public to increase support for the introduced measures and obedience to restrictions.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Din A, Shah K, Seadawy A, Alrabaiah H, Baleanu D (2020) On a new conceptual mathematical model dealing the current novel Coronavirus-19 infectious disease. Results Phys 19:103510 Din A, Shah K, Seadawy A, Alrabaiah H, Baleanu D (2020) On a new conceptual mathematical model dealing the current novel Coronavirus-19 infectious disease. Results Phys 19:103510
2.
go back to reference Ghosh S, Bhattacharya S (2021) Computational model on COVID-19 pandemic using probabilistic cellular automata. SN Comput Sci 2(3):230CrossRef Ghosh S, Bhattacharya S (2021) Computational model on COVID-19 pandemic using probabilistic cellular automata. SN Comput Sci 2(3):230CrossRef
3.
go back to reference Giordano G, Blanchini F, Bruno R, Colaneri P, Di Filippo A, Di Matteo A, Colaneri M (2020) Modelling the Covid-19 epidemic and implementation of population-wide interventions in italy. Nat Med 26(6) Giordano G, Blanchini F, Bruno R, Colaneri P, Di Filippo A, Di Matteo A, Colaneri M (2020) Modelling the Covid-19 epidemic and implementation of population-wide interventions in italy. Nat Med 26(6)
4.
go back to reference Schimit P (2021) A model based on cellular automata to estimate the social isolation impact on Covid-19 spreading in Brazil. Comput Methods Progr Biomed 200:105832 Schimit P (2021) A model based on cellular automata to estimate the social isolation impact on Covid-19 spreading in Brazil. Comput Methods Progr Biomed 200:105832
5.
go back to reference Chang S, Pierson E, Koh P, Gerardin J, Redbird B, Grusky D, Leskovec J (2021) Mobility network models of Covid-19 explain inequities and inform reopening. Nature 589(7840) Chang S, Pierson E, Koh P, Gerardin J, Redbird B, Grusky D, Leskovec J (2021) Mobility network models of Covid-19 explain inequities and inform reopening. Nature 589(7840)
6.
go back to reference Ghosh S, Bhattacharya S (2021) Computational model on Covid-19 pandemic using probabilistic cellular automata. SN Comput Sci 2(3) Ghosh S, Bhattacharya S (2021) Computational model on Covid-19 pandemic using probabilistic cellular automata. SN Comput Sci 2(3)
7.
go back to reference White SH, del Rey M, Sanchez GR (2009) Using cellular automata to simulate epidemic diseases. Appl Math Sci 3(20):959–968 White SH, del Rey M, Sanchez GR (2009) Using cellular automata to simulate epidemic diseases. Appl Math Sci 3(20):959–968
8.
go back to reference Schimit PHT (2021) A model based on cellular automata to estimate the social isolation impact on Covid-19 spreading in Brazil. Comput Methods Progr Biomed 200 Schimit PHT (2021) A model based on cellular automata to estimate the social isolation impact on Covid-19 spreading in Brazil. Comput Methods Progr Biomed 200
9.
go back to reference Sree PK, Usha SSSN (2019) A novel cellular automata classifier for Covid-19 trend prediction. J Health Sci 10:34–38 Sree PK, Usha SSSN (2019) A novel cellular automata classifier for Covid-19 trend prediction. J Health Sci 10:34–38
10.
go back to reference Sirakoulis GCh, Karafyllidis I, Thanailakis A (2000) A cellular automaton model for the effects of population movement and vaccination on epidemic propagation. Ecol Modell 133(3):209–223 Sirakoulis GCh, Karafyllidis I, Thanailakis A (2000) A cellular automaton model for the effects of population movement and vaccination on epidemic propagation. Ecol Modell 133(3):209–223
Metadata
Title
Using Cellular Automata to Compare SARS-CoV-2 Infectiousness in Different POIs and Under Different Conditions
Authors
Agnieszka Motyka
Aleksandra Bartnik
Aleksandra Żurko
Marta Giziewska
Paweł Gora
Jacek Sroka
Copyright Year
2023
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-19-0105-8_32