Simulations of COVID-19 spread by spatial agent-based model and ordinary differential equations. (7th May 2020)
- Record Type:
- Journal Article
- Title:
- Simulations of COVID-19 spread by spatial agent-based model and ordinary differential equations. (7th May 2020)
- Main Title:
- Simulations of COVID-19 spread by spatial agent-based model and ordinary differential equations
- Authors:
- Bai, Shan
- Abstract:
- The COVID-19 outbreak is currently the biggest public health issue in the world. In this paper, the epidemic spread is modelled via two structurally different approaches, a system of first-order ordinary differential equations (ODEs) and spatial agent-based model (ABM). Specific intervention strategies are introduced and the effectiveness of the strategies can be assessed by comparing the results with/without these strategies. The simulation results are qualitatively affected by different parameter settings of the ODEs-based model; hence precision of input parameters characterising the spread is of great importance. The implementation of spatial ABM brings novel features to the epidemics modelling: new states being easily incorporated; the parameter illustrating the moving willingness of people; and sub-models for hospital beds to reflect demands of medical resources. Our results suggest that the flexible characteristics of ABM render it a useful addition to the tool set of epidemics simulation models so as to figure out new effective strategies.
- Is Part Of:
- International journal of simulation and process modelling. Volume 15:Number 3(2020)
- Journal:
- International journal of simulation and process modelling
- Issue:
- Volume 15:Number 3(2020)
- Issue Display:
- Volume 15, Issue 3 (2020)
- Year:
- 2020
- Volume:
- 15
- Issue:
- 3
- Issue Sort Value:
- 2020-0015-0003-0000
- Page Start:
- 268
- Page End:
- 277
- Publication Date:
- 2020-05-07
- Subjects:
- agent-based model -- ordinary differential equation -- epidemic model -- COVID-19
Management -- Computer simulation -- Periodicals
Mathematical models -- Periodicals
Operations research -- Periodicals
Simulation methods -- Periodicals
003.05 - Journal URLs:
- http://www.inderscience.com/ ↗
http://www.inderscience.com/jhome.php?jcode=ijspm ↗
http://www.inderscience.com/browse/index.php?journalID=100 ↗ - Languages:
- English
- ISSNs:
- 1740-2123
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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