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Hybrid simulation modelling in operational research: A state-of-the-art review

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  • Brailsford, Sally C.
  • Eldabi, Tillal
  • Kunc, Martin
  • Mustafee, Navonil
  • Osorio, Andres F.

Abstract

Hybrid simulation (defined as a modelling approach that combines two or more of the following methods: discrete-event simulation, system dynamics, and agent-based simulation) has experienced near-exponential growth in popularity in the past two decades. However, a large proportion of the academic literature on hybrid simulation is found in computer science and engineering journals. Given the importance of this emerging area and its relevance to operational research, this paper provides a review of the topic from an OR perspective. The results of a review of the hybrid simulation literature are presented, using a novel framework based on the simulation lifecycle that will be useful for future modellers and authors alike. Promising areas for future research are identified: these include the development of new methods for conceptual modelling and for model validation. Currently the main application areas are healthcare, supply chain management and manufacturing, and the majority of published models combine discrete-event simulation and system dynamics.

Suggested Citation

  • Brailsford, Sally C. & Eldabi, Tillal & Kunc, Martin & Mustafee, Navonil & Osorio, Andres F., 2019. "Hybrid simulation modelling in operational research: A state-of-the-art review," European Journal of Operational Research, Elsevier, vol. 278(3), pages 721-737.
    • Handle: RePEc:eee:ejores:v:278:y:2019:i:3:p:721-737
    DOI: 10.1016/j.ejor.2018.10.025
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    References listed on IDEAS

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    1. R J Ormerod, 2009. "The history and ideas of critical rationalism: the philosophy of Karl Popper and its implications for OR," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(4), pages 441-460, April.
    2. J. G. Shanthikumar & R. G. Sargent, 1983. "A Unifying View of Hybrid Simulation/Analytic Models and Modeling," Operations Research, INFORMS, vol. 31(6), pages 1030-1052, December.
    3. J Pollack, 2009. "Multimethodology in series and parallel: strategic planning using hard and soft OR," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(2), pages 156-167, February.
    4. Franco, L. Alberto & Hämäläinen, Raimo P., 2016. "Behavioural operational research: Returning to the roots of the OR profession," European Journal of Operational Research, Elsevier, vol. 249(3), pages 791-795.
    5. Morgan, Jennifer Sian & Howick, Susan & Belton, Valerie, 2017. "A toolkit of designs for mixing Discrete Event Simulation and System Dynamics," European Journal of Operational Research, Elsevier, vol. 257(3), pages 907-918.
    6. Kathryn Hoad & Martin Kunc, 2018. "Teaching system dynamics and discrete event simulation together: a case study," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 69(4), pages 517-527, April.
    7. S Robinson, 2008. "Conceptual modelling for simulation Part II: a framework for conceptual modelling," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 59(3), pages 291-304, March.
    8. S Robinson, 2008. "Conceptual modelling for simulation Part I: definition and requirements," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 59(3), pages 278-290, March.
    9. Mingers, John & Brocklesby, John, 1997. "Multimethodology: Towards a framework for mixing methodologies," Omega, Elsevier, vol. 25(5), pages 489-509, October.
    10. K Katsaliaki & N Mustafee, 2011. "Applications of simulation within the healthcare context," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(8), pages 1431-1451, August.
    11. Jahangirian, Mohsen & Eldabi, Tillal & Naseer, Aisha & Stergioulas, Lampros K. & Young, Terry, 2010. "Simulation in manufacturing and business: A review," European Journal of Operational Research, Elsevier, vol. 203(1), pages 1-13, May.
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