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Do hybrid simulation models always increase flexibility to handle parametric and structural changes?

Published: 11 December 2016 Publication History

Abstract

Are hybrid simulation models always beneficial? When should one modeling paradigm be used more than another? How does one know the right balance has been reached between different simulation techniques for the system under investigation? We illustrate selected insights into hybrid simulation through the use of a discrete event simulation (DES) model and a hybrid DES agent based model (ABM) of the obstetrics department at Akershus University Hospital. Design decisions are not straightforward, and have different impacts on model development and ability to address different scenarios or potential changes. In the DES model, the majority of the logic and code representing patient pathways is contained within the structure of the model. In the AB-DES model, a selection of the code is shifted from the model structure to the patient entities. Scenarios are presented which illustrate strengths and weaknesses of each model. These are reflected on and future work is suggested.

References

[1]
Brailsford, S., L. Churilov, and B. Dangerfield. 2014. Discrete-Event Simulation and System Dynamics for Management Decision Making: John Wiley & Sons
[2]
Brailsford, S.C., S.M. Desai, and J. Viana. 2010. "Towards the Holy Grail: Combing System Dynamics and Discrete-Event Simulation in Healthcare", In Proceedings of the 2010 Winter Simulation Conference, edited by B. Johansson, S. Jain, J. Montoya-Torres, J. Hugan, and E.Yucesan, 2293--2303. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers, Inc.
[3]
Brennan, A., S.E. Chick, and R. Davies. 2006. "A Taxonomy of Model Structures for Economic Evaluation of Health Technologies", Health Economics 15:1295--1310.
[4]
Chahal, K. and T. Eldabi. 2010. "A Generic Framework for Hybrid Simulation in Healthcare". In Proceedings of the 28th International Conference of the System Dynamics Society, 526--541.
[5]
Djanatliev, A., R. German, P. Kolominsky-Rabas, and B.M. Hofmann. 2012. "Hybrid Simulation with Loosely Coupled System Dynamics and Agent-Based Models for Prospective Health Technology Assessments", In Proceedings of the 2012 Winter Simulation Conference, edited by C. Laroque, J. Himmelspach, R. Pasupathy, O. Rose, and A.M. Uhrmacher, 770--781. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers, Inc.
[6]
Law, A. M. 2015. Simulation Modeling and Analysis, 5th ed. New York: McGraw-Hill.
[7]
Lorenz, T. and A. Jost. 2006. "Towards an Orientation Framework in Multi-paradigm Modelling". In Proceedings of the 24th International Conference of the System Dynamics society, 2134--2151.
[8]
Morgan, J., S. Howick., and V. Belton. 2011. "Designs for the Complementary Use of System Dynamics and Discrete-Event Simulation." In Proceedings of the 2011 Winter Simulation Conference, edited by S. Jain, R. R. Creasey, J. Himmelspach, K. P. White, & M. Fu. 2715--2727. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers, Inc.
[9]
Rossiter, S. 2015. "Simulation Design: Trans-Paradigm Best-Practice from Software Engineering." Journal of Artificial Societies and Social Simulation, 18, 3: 9.
[10]
Shannon, R.E. 1998. "Introduction to the Art and Science of Simulation." In Proceedings of the 1998 Winter Simulation Conference, edited by D.J. Medeiros, E.F. Watson, J.S. Carson and M.S. Manivannan. 7--14. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers, Inc.
[11]
Sterman, J. 2000. Business Dynamics: Systems Thinking and Modeling for a Complex World: McGraw-Hill Education.
[12]
Tako, A.A. and S. Robinson. 2009. "Comparing Discrete-Event Simulation and System Dynamics: Users' Perceptions." Journal of the Operational Research Society, 60, 3: 296--312.
[13]
Viana, J., S. Rossiter, A.A. Channon, S.C. Brailsford, and A. Lotery. 2012. "A Multi-Paradigm Whole System View of Health and Social Care for Age-Related Macular Degeneration." In Proceedings of the 2012 Winter Simulation Conference, edited by C.Laroque, J. Himmelspach, R. Pasupathy, O. Rose and A.M. Uhrmacher, 1070--1081. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers, Inc
[14]
Viana, J., S.C. Brailsford, V. Harindra, and P.R. Harper. 2014. "Combining Discrete-Event Simulation and System Dynamics in a Healthcare Setting: A Composite Model for Chlamydia Infection." European Journal of Operational Research, 237, 1:196--206.
[15]
Zeigler, B.P., H. Praehofer, and T.G. Kim. 2000. Theory of Modeling and Simulation, 2nd ed. San Diego: Academic Press.
[16]
Zulkepli, J., T. Eldabi, and N. Mustafee. 2012. "Hybrid Simulation for Modelling Large Systems: An Example of Integrated Care Model." In Proceedings of the 2012 Winter Simulation Conference, edited by C.Laroque, J. Himmelspach, R. Pasupathy, O. Rose and A.M. Uhrmacher, 758--769. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers, Inc.

Cited By

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  • (2020)A review of hybrid simulation in healthcareProceedings of the Winter Simulation Conference10.5555/3466184.3466298(1004-1015)Online publication date: 14-Dec-2020
  • (2018)A hybrid discrete event agent based overdue pregnancy outpatient clinic simulation modelProceedings of the 2018 Winter Simulation Conference10.5555/3320516.3320699(1488-1499)Online publication date: 9-Dec-2018
  • (2017)Combining bootstrap-based stroke incidence models with discrete event modeling of travel-time and stroke treatmentProceedings of the 2017 Winter Simulation Conference10.5555/3242181.3242318(1-10)Online publication date: 3-Dec-2017
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cover image ACM Conferences
WSC '16: Proceedings of the 2016 Winter Simulation Conference
December 2016
3974 pages
ISBN:9781509044849

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In-Cooperation

  • SAS
  • AnyLogic: The AnyLogic Company
  • Palgrave: Palgrave Macmillan
  • FlexSim: FlexSim Software Products, Inc.
  • ASA: American Statistical Association
  • IEEE/SMC: Institute of Electrical and Electronics Engineers: Systems, Man, and Cybernetics Society
  • Simio: Simio LLC
  • ODU: Old Dominion University
  • ASIM: Arbeitsgemeinschaft Simulation
  • ExtendSim: ExtendSim
  • NIST: National Institute of Standards & Technology
  • Amazon Simulations: Amazon Simulations

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IEEE Press

Publication History

Published: 11 December 2016

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WSC '16
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WSC '16: Winter Simulation Conference
December 11 - 14, 2016
Virginia, Arlington

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Overall Acceptance Rate 3,413 of 5,075 submissions, 67%

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Cited By

View all
  • (2020)A review of hybrid simulation in healthcareProceedings of the Winter Simulation Conference10.5555/3466184.3466298(1004-1015)Online publication date: 14-Dec-2020
  • (2018)A hybrid discrete event agent based overdue pregnancy outpatient clinic simulation modelProceedings of the 2018 Winter Simulation Conference10.5555/3320516.3320699(1488-1499)Online publication date: 9-Dec-2018
  • (2017)Combining bootstrap-based stroke incidence models with discrete event modeling of travel-time and stroke treatmentProceedings of the 2017 Winter Simulation Conference10.5555/3242181.3242318(1-10)Online publication date: 3-Dec-2017
  • (2017)Optimizing home hospital health service delivery in norway using a combined geographical information system, agent based, discrete event simulation modelProceedings of the 2017 Winter Simulation Conference10.5555/3242181.3242317(1-12)Online publication date: 3-Dec-2017

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