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A toolkit of designs for mixing Discrete Event Simulation and System Dynamics

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  • Morgan, Jennifer Sian
  • Howick, Susan
  • Belton, Valerie

Abstract

In recent years there has been significant interest in multimethodology and the mixing of OR/MS methods, including Discrete Event Simulation (DES) with System Dynamics (SD). Several examples of mixing DES and SD are described in the literature but there is no overarching framework which characterises the spectrum of options available to modellers. This paper draws on a sample of published case studies, in conjunction with the theoretical literature on mixing methods, to propose a toolkit of designs for mixing DES and SD which can be implemented as a set of questions which a modeller should ask in order to guide the choice of design and inform the associated project methodology. The impetus for this work was the perceived need to transfer insight from reported practice in order to formalise how the two methods can be and have been mixed.

Suggested Citation

  • 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.
    • Handle: RePEc:eee:ejores:v:257:y:2017:i:3:p:907-918
    DOI: 10.1016/j.ejor.2016.08.016
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    References listed on IDEAS

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    1. Ormerod, R. J., 1997. "The design of organisational intervention: Choosing the approach," Omega, Elsevier, vol. 25(4), pages 415-435, August.
    2. Davies, Ruth & Roderick, Paul & Raftery, James, 2003. "The evaluation of disease prevention and treatment using simulation models," European Journal of Operational Research, Elsevier, vol. 150(1), pages 53-66, October.
    3. Howick, Susan & Ackermann, Fran, 2011. "Mixing OR methods in practice: Past, present and future directions," European Journal of Operational Research, Elsevier, vol. 215(3), pages 503-511, December.
    4. Tako, Antuela A. & Robinson, Stewart, 2010. "Model development in discrete-event simulation and system dynamics: An empirical study of expert modellers," European Journal of Operational Research, Elsevier, vol. 207(2), pages 784-794, December.
    5. S E Chick, 2006. "Six ways to improve a simulation analysis," Journal of Simulation, Taylor & Francis Journals, vol. 1(1), pages 21-28, December.
    6. S Robinson, 2001. "Soft with a hard centre: discrete-event simulation in facilitation," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 52(8), pages 905-915, August.
    7. K Taylor & B Dangerfield, 2005. "Modelling the feedback effects of reconfiguring health services," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 56(6), pages 659-675, June.
    8. A A Tako & S Robinson, 2009. "Comparing discrete-event simulation and system dynamics: users' perceptions," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(3), pages 296-312, March.
    9. S A Harwood, 2011. "Mixing methodologies and paradigmatic commensurability," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(4), pages 806-809, April.
    10. S Howick & C Eden, 2004. "On the nature of discontinuities in system dynamics modelling of disrupted projects," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 55(6), pages 598-605, June.
    11. Rabelo, Luis & Eskandari, Hamidreza & Shaalan, Tarek & Helal, Magdy, 2007. "Value chain analysis using hybrid simulation and AHP," International Journal of Production Economics, Elsevier, vol. 105(2), pages 536-547, February.
    12. Kouskouras, Konstantinos G. & Georgiou, Andreas C., 2007. "A discrete event simulation model in the case of managing a software project," European Journal of Operational Research, Elsevier, vol. 181(1), pages 374-389, August.
    13. Lane, David C., 1999. "Social theory and system dynamics practice," European Journal of Operational Research, Elsevier, vol. 113(3), pages 501-527, March.
    14. S Robinson, 2005. "Discrete-event simulation: from the pioneers to the present, what next?," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 56(6), pages 619-629, June.
    15. Reiner, Gerald, 2005. "Customer-oriented improvement and evaluation of supply chain processes supported by simulation models," International Journal of Production Economics, Elsevier, vol. 96(3), pages 381-395, June.
    16. M C Jackson, 2011. "The multi-methodology debate: a response to Harwood," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(4), pages 811-813, April.
    17. J Bryant & J Darwin & C Booth, 2011. "Strategy making with the whole organisation: OR and the art of the possible," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(5), pages 840-854, May.
    18. Franco, L. Alberto & Lord, Ewan, 2011. "Understanding multi-methodology: Evaluating the perceived impact of mixing methods for group budgetary decisions," Omega, Elsevier, vol. 39(3), pages 362-372, June.
    19. S C Brailsford & V A Lattimer & P Tarnaras & J C Turnbull, 2004. "Emergency and on-demand health care: modelling a large complex system," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 55(1), pages 34-42, January.
    20. Mingers, John & Brocklesby, John, 1997. "Multimethodology: Towards a framework for mixing methodologies," Omega, Elsevier, vol. 25(5), pages 489-509, October.
    21. Z Zhu, 2011. "After paradim: why mixing-methodology theorising fails and how to make it work again," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(4), pages 784-798, April.
    22. Keys, P., 1997. "Approaches to understanding the process of OR: Review, critique and extension," Omega, Elsevier, vol. 25(1), pages 1-13, February.
    23. Corbett, Charles J. & Overmeer, Willem J. A. M. & Van Wassenhove, Luk N., 1995. "Strands of practice in OR (the practitioner's dilemma)," European Journal of Operational Research, Elsevier, vol. 87(3), pages 484-499, December.
    24. K Kotiadis & J Mingers, 2006. "Combining PSMs with hard OR methods: the philosophical and practical challenges," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(7), pages 856-867, July.
    25. J Mingers, 2011. "Clarification or confusion: response to Harwood," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(4), pages 809-811, April.
    26. Viana, J. & Brailsford, S.C. & Harindra, V. & Harper, P.R., 2014. "Combining discrete-event simulation and system dynamics in a healthcare setting: A composite model for Chlamydia infection," European Journal of Operational Research, Elsevier, vol. 237(1), pages 196-206.
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