System Dynamics Approach to Epidemic Compartment Model: Translating SEIR Model for MERS Transmission in South Korea
0
조회
0
다운로드
0
인용
0
참고문헌
키워드
초록
Compartment models, a type of mathematical model, have been widely applied to characterize the changes in a dynamic system with sequential events or processes, such as the spread of an epidemic disease. A compartment model comprises compartments, and the relations between compartments are depicted as boxes and arrows. This principle is similar to that of the system dynamics (SD) approach to constructing a simulation model with stocks and flows. In addition, both models are structured using differential equations. With this mutual and translatable principle, this study, in terms of SD, translates a reference SEIR model, which was developed in a recent study to characterize the transmission of the Middle East respiratory syndrome (MERS) in South Korea. Compared to the replicated result of the reference SEIR model (Model 1), the translated SEIR model (Model 2) demonstrates the same simulation result (error=0). The results of this study provide insight into the application of SD relative to constructing an epidemic compartment model using schematization and differential equations. The translated SD artifact can be used as a reference model for other epidemic diseases.
Abstract
Compartment models, a type of mathematical model, have been widely applied to characterize the changes in a dynamic system with sequential events or processes, such as the spread of an epidemic disease. A compartment model comprises compartments, and the relations between compartments are depicted as boxes and arrows. This principle is similar to that of the system dynamics (SD) approach to constructing a simulation model with stocks and flows. In addition, both models are structured using differential equations. With this mutual and translatable principle, this study, in terms of SD, translates a reference SEIR model, which was developed in a recent study to characterize the transmission of the Middle East respiratory syndrome (MERS) in South Korea. Compared to the replicated result of the reference SEIR model (Model 1), the translated SEIR model (Model 2) demonstrates the same simulation result (error=0). The results of this study provide insight into the application of SD relative to constructing an epidemic compartment model using schematization and differential equations. The translated SD artifact can be used as a reference model for other epidemic diseases.
참고문헌 (26)
- C. Cobelli, "On the Relationship Between Forrester's Schematics and Compartmnental Graphs", IEEE Transactions on Systems, Man, and Cybernetics, 16(5), pp.723~726 (1986)[DOI]
- "Compartment Models" (2018)[URL]
- E. Eriksson, "Compartment Models and Reservoir Theory", Annual Review of Ecology and Systematics, 2(1), pp.67~84 (1971)[DOI]
- J. D. Sterman, "Business Dynamics: Systems Thinking and Modeling for a Complex World" (2000), McGraw-Hill
- M. Kljajiæ, "System Dynamics and Decision Support in Complex Systems", The 17th International Conference of the System Dynamics Society and the 5th Australian and New Zealand Systems Conference (1999), System Dynamics Society
- W. O. Kermack, "A Contribution to the Mathematical Theory of Epidemics", Proceedings of the Royal Society of London. Series A, Containing Papers of a Mathematical and Physical Character, 115(772), pp.700~721 (1927), Royal Society
- W. O. Kermack, "Contributions to the Mathematical Theory of Epidemics II. The Problem of Endemicity", Proceedings of the Royal Society of London. Series A, Containing Papers of a Mathematical and Physical Character, 138(834), pp.55~83 (1932), Royal Society
- W. O. Kermack, "Contributions to the Mathematical Theory of Epidemics. III. Further Studies of the Problem of Endemicity", Proceedings of the Royal Society of London. Series A, Containing Papers of a Mathematical and Physical Character, 141(843), pp.94~112 (1933), Royal Society
- F. Brauer, "The Kermack–McKendrick epidemic model revisited", Mathematical Biosciences, 198, pp.119~131 (2005)[DOI]
- F. Brauer, "Mathematical Epidemiology" (2008), Springer
- P. Yan, "SEIR Epidemic Model with Delay", The ANZIAM Journal, 48(1), pp.119~134 (2006)[DOI]
- J. B. Homer, "System Dynamics Modeling for Public Health: Background and Opportunities", American Journal of Public Health, 96(3), pp.452~458 (2006)[DOI]
- T. Habtemariam, "Epidemiologic Modeling of HIV", AIDS: Use of Computational Models to Study the Population Dynamics of the Disease to Assess Effective Intervention Strategies for Decision-making, 2008, pp.8(1), 35~39
- J. W. Forrester, "Urban Dynamics" (1969), Pegasus Communications
- A. Ahmed, "Variance in System Dynamics and Agent Based Modelling Using the SIR Model of Infectious Disease", The 26th European Conference on Modelling and Simulation, pp.9~15 (2012), ECMS
- R. Bagni, "A Comparison of Simulation Models Applied to Epidemics", Journal of Artificial Societies and Social Simulation, 5(3) (2002)
- N. Schiertz, "Integrating System Dynamics and Agent-Based Modeling", The XX International Conference of the System Dynamics Society (2002), System Dynamics Society
- H. V. D. Parunak, "Agent-Based Modeling vs. Equation-Based Modeling: A Case Study and Users’ Guide", Lecture Notes in Computer Science, 1534, pp.10~25 (1998)[DOI]
- C. M. Kwon, "Applying discrete SEIR model to characterizing MERS spread in Korea", International Journal of Modeling, Simulation, and Scientific Computing, 7(4) (2016)[DOI]
- "Centers for Disease Control and Prevention"[URL]
- Danish Health and Medicines Authority, "MERS", ~ (2015)
- "'Superspreading event' triggers MERS explosion in South Korea" (2015)[URL]
- 박선희, "Epidemiologic Parameters of the Middle East Respiratory Syndrome Outbreak in Korea, 2015", Infection and Chemotherapy, 48(2), pp.108~117 (2016), 대한감염학회
- H. S. Nama, "High Fatality Rates and Associated Factors in Two Hospital Outbreaks of MERS in Daejeon, the Republic of Korea", International Journal of Infectious Diseases, 58, pp.37~42 (2017)[DOI]
- The 2015 MERS Outbreak in the Republic of Korea: Learning from MERS, , Korean Ministry of Health and Welfare, ~ (2016)
- M. Ki, "2015 MERS Outbreak in Korea: Hospital-to-Hospital Transmission", Epidemiology and Health, 37 (2015)[DOI]
