An Improved Agent-Based Model Using Discrete Event Simulation for Nonpharmaceutical Interventions
Open Access
- 20 September 2021
- journal article
- research article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Access
- Vol. 9, 143721-143733
Abstract
The traditional agent-based model requires high computing power of the central processing unit. Thus, an improved agent-based model combined with the discrete event simulation method is proposed. The result of the equation-based Susceptible-Exposed-Infective-Asymptomatic-Recovered (SEIAR) model with the same parameter combination, which has been demonstrated to be effective, is used to verify the validity of this improved agent-based model. Additionally, an analysis based on simulation results of the Contact Tracing Measure (CTM), Location-Based Checking-Testing Measure (LCTM), Lockdown Measure (LM), Mobile Cabin Isolation and Hospital Measure (MCHM) is presented. The simulation results show that implementing long-term lockdown measures has the best effect on epidemic control. Moreover, according to the simulation results, we inferred that using only nonpharmaceutical epidemic prevention measures may result in a second outbreak of COVID-19 owing to the risk of asymptomatic transmission.Keywords
Funding Information
- National Natural Science Foundation of China (52005447)
- Zhejiang Provincial Natural Science Foundation of China (LQ21E050014, Y16G010038, LY18G010020)
This publication has 33 references indexed in Scilit:
- Spatiotemporal spread of the 2014 outbreak of Ebola virus disease in Liberia and the effectiveness of non-pharmaceutical interventions: a computational modelling analysisThe Lancet Infectious Diseases, 2015
- An agent-based modeling approach applied to the spread of choleraEnvironmental Modelling & Software, 2014
- Agent-Based Models in Empirical Social ResearchSociological Methods & Research, 2013
- Influenza epidemic spread simulation for Poland — a large scale, individual based model studyPhysica A: Statistical Mechanics and its Applications, 2010
- Susceptible–infected–recovered epidemics in dynamic contact networksProceedings Of The Royal Society B-Biological Sciences, 2007
- Complex Adaptive Systems: An Introduction to Computational Models of Social LifeJournal of Statistical Physics, 2007
- A standard protocol for describing individual-based and agent-based modelsEcological Modelling, 2006
- Empirically Based, Agent-based modelsEcology and Society, 2006
- Containing Pandemic Influenza with Antiviral AgentsAmerican Journal of Epidemiology, 2004
- System dynamics, systems thinking, and soft ORSystem Dynamics Review, 1994