IDEAS home Printed from https://ideas.repec.org/a/eee/ejores/v257y2017i3p907-918.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0377221716306312
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ejor.2016.08.016?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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.
    4. Lane, David C., 1999. "Social theory and system dynamics practice," European Journal of Operational Research, Elsevier, vol. 113(3), pages 501-527, March.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. Keys, P., 1997. "Approaches to understanding the process of OR: Review, critique and extension," Omega, Elsevier, vol. 25(1), pages 1-13, February.
    11. 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.
    12. 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.
    13. Ormerod, R. J., 1997. "The design of organisational intervention: Choosing the approach," Omega, Elsevier, vol. 25(4), pages 415-435, August.
    14. 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.
    15. 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.
    16. 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.
    17. S E Chick, 2006. "Six ways to improve a simulation analysis," Journal of Simulation, Taylor & Francis Journals, vol. 1(1), pages 21-28, December.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. 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.
    23. 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.
    24. Mingers, John & Brocklesby, John, 1997. "Multimethodology: Towards a framework for mixing methodologies," Omega, Elsevier, vol. 25(5), pages 489-509, October.
    25. 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.
    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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Linnéusson, Gary & Ng, Amos H.C. & Aslam, Tehseen, 2020. "A hybrid simulation-based optimization framework supporting strategic maintenance development to improve production performance," European Journal of Operational Research, Elsevier, vol. 281(2), pages 402-414.
    2. Tippong, Danuphon & Petrovic, Sanja & Akbari, Vahid, 2022. "A review of applications of operational research in healthcare coordination in disaster management," European Journal of Operational Research, Elsevier, vol. 301(1), pages 1-17.
    3. Athar Ajaz Khan & János Abonyi, 2022. "Simulation of Sustainable Manufacturing Solutions: Tools for Enabling Circular Economy," Sustainability, MDPI, vol. 14(15), pages 1-40, August.
    4. Moallemi, Enayat A. & Elsawah, Sondoss & Ryan, Michael J., 2020. "Strengthening ‘good’ modelling practices in robust decision support: A reporting guideline for combining multiple model-based methods," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 175(C), pages 3-24.
    5. Xie, Tian & Wei, Yao-yao & Chen, Wei-fan & Huang, Hai-nan, 2020. "Parallel evolution and response decision method for public sentiment based on system dynamics," European Journal of Operational Research, Elsevier, vol. 287(3), pages 1131-1148.
    6. Paredes-Vergara, Matías & Palma-Behnke, Rodrigo & Haas, Jannik, 2024. "Characterizing decision making under deep uncertainty for model-based energy transitions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 192(C).
    7. 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.
    8. Santos, Sérgio P. & Belton, Valerie & Howick, Susan & Pilkington, Martin, 2018. "Measuring organisational performance using a mix of OR methods," Technological Forecasting and Social Change, Elsevier, vol. 131(C), pages 18-30.
    9. Nguyen, Le Khanh Ngan & Howick, Susan & Megiddo, Itamar, 2024. "A framework for conceptualising hybrid system dynamics and agent-based simulation models," European Journal of Operational Research, Elsevier, vol. 315(3), pages 1153-1166.
    10. Eichhorn Colombo, Konrad W., 2023. "Financial resilience analysis of floating production, storage and offloading plant operated in Norwegian Arctic region: Case study using inter-/transdisciplinary system dynamics modeling and simulatio," Energy, Elsevier, vol. 268(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Howick, Susan & Ackermann, Fran & Walls, Lesley & Quigley, John & Houghton, Tom, 2017. "Learning from mixed OR method practice: The NINES case study," Omega, Elsevier, vol. 69(C), pages 70-81.
    2. Franco, L. Alberto & Hämäläinen, Raimo P. & Rouwette, Etiënne A.J.A. & Leppänen, Ilkka, 2021. "Taking stock of behavioural OR: A review of behavioural studies with an intervention focus," European Journal of Operational Research, Elsevier, vol. 293(2), pages 401-418.
    3. Yearworth, Mike & White, Leroy, 2013. "The uses of qualitative data in multimethodology: Developing causal loop diagrams during the coding process," European Journal of Operational Research, Elsevier, vol. 231(1), pages 151-161.
    4. Henao, Felipe & Franco, L. Alberto, 2016. "Unpacking multimethodology: Impacts of a community development intervention," European Journal of Operational Research, Elsevier, vol. 253(3), pages 681-696.
    5. Robinson, Stewart & Worthington, Claire & Burgess, Nicola & Radnor, Zoe J., 2014. "Facilitated modelling with discrete-event simulation: Reality or myth?," European Journal of Operational Research, Elsevier, vol. 234(1), pages 231-240.
    6. M. Nassereddine & M. A. Ellakkis & A. Azar & M. D. Nayeri, 2021. "Developing a Multi-methodology for Conflict Resolution: Case of Yemen’s Humanitarian Crisis," Group Decision and Negotiation, Springer, vol. 30(2), pages 301-320, April.
    7. Marttunen, Mika & Haara, Arto & Hjerppe, Turo & Kurttila, Mikko & Liesiö, Juuso & Mustajoki, Jyri & Saarikoski, Heli & Tolvanen, Anne, 2023. "Parallel and comparative use of three multicriteria decision support methods in an environmental portfolio problem," European Journal of Operational Research, Elsevier, vol. 307(2), pages 842-859.
    8. Pessôa, Leonardo Antonio Monteiro & Lins, Marcos Pereira Estellita & da Silva, Angela Cristina Moreira & Fiszman, Roberto, 2015. "Integrating soft and hard operational research to improve surgical centre management at a university hospital," European Journal of Operational Research, Elsevier, vol. 245(3), pages 851-861.
    9. Keys, Paul, 2000. "Creativity, design and style in MS/OR," Omega, Elsevier, vol. 28(3), pages 303-312, June.
    10. David Lowe & Louise Martingale & Mike Yearworth, 2016. "Guiding interventions in a multi-organisational context: combining the Viable System Model and Hierarchical Process Modelling for use as a Problem Structuring Method," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 67(12), pages 1481-1495, December.
    11. Alexandre de A. Gomes Júnior & Vanessa B. Schramm, 2022. "Problem Structuring Methods: A Review of Advances Over the Last Decade," Systemic Practice and Action Research, Springer, vol. 35(1), pages 55-88, February.
    12. Smith, Chris M. & Shaw, Duncan, 2019. "The characteristics of problem structuring methods: A literature review," European Journal of Operational Research, Elsevier, vol. 274(2), pages 403-416.
    13. 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.
    14. Small, Adrian & Wainwright, David, 2018. "Privacy and security of electronic patient records – Tailoring multimethodology to explore the socio-political problems associated with Role Based Access Control systems," European Journal of Operational Research, Elsevier, vol. 265(1), pages 344-360.
    15. Abuabara, Leila & Paucar-Caceres, Alberto, 2021. "Surveying applications of Strategic Options Development and Analysis (SODA) from 1989 to 2018," European Journal of Operational Research, Elsevier, vol. 292(3), pages 1051-1065.
    16. Ksenia Ivanova & Sondoss Elsawah, 2022. "Iterative Refinement of Multi-Method OR Workshop Designs through Boundary Critique: An Analytical Framework and Case Studies in Technology Utilisation," Systemic Practice and Action Research, Springer, vol. 35(3), pages 345-374, June.
    17. Small, Adrian & Wainwright, David, 2014. "SSM and technology management: Developing multimethodology through practice," European Journal of Operational Research, Elsevier, vol. 233(3), pages 660-673.
    18. 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.
    19. R Ormerod, 2005. "Putting soft OR methods to work: the case of IS strategy development for the UK Parliament," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 56(12), pages 1379-1398, December.
    20. Zhichang Zhu, 2022. "Paradigm, specialty, pragmatism: Kuhn's legacy to methodological pluralism," Systems Research and Behavioral Science, Wiley Blackwell, vol. 39(5), pages 895-912, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ejores:v:257:y:2017:i:3:p:907-918. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/eor .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.