Choosing the right model: Conceptual modeling for simulation

In performing a simulation study the modeler needs to make decisions about what to include in the simulation model and what to exclude. The modeler is faced with the very difficult choice of determining what is the best model to develop. Make it too complex and it may not be possible to complete the model with the time and knowledge available. Make it too simple and the results may not be sufficiently accurate. The process of determining what to model is known as conceptual modeling. In this paper we explore conceptual modeling first with an illustrative example from a healthcare setting. Conceptual modeling, its artefacts and requirements are then defined. Finally, a framework for helping a modeler to determine the conceptual model is briefly outlined.

[1]  Stephen Ward,et al.  Arguments for Constructively Simple Models , 1989 .

[2]  Jean-Louis Malouin,et al.  Model validation in operations research , 1983 .

[3]  Paul A. Fishwick,et al.  Simulation model design and execution - building digital worlds , 1995 .

[4]  Stewart Robinson,et al.  Conceptual Modeling for Discrete-Event Simulation , 2010 .

[5]  Lee W. Schruben,et al.  DESIGNING CORRELATION INDUCTION STRATEGIES FOR SIMULATION EXPERIMENTS , 1979 .

[6]  Stewart Robinson,et al.  Simulation: The Practice of Model Development and Use , 2004 .

[7]  Jack P. C. Kleijnen,et al.  EUROPEAN JOURNAL OF OPERATIONAL , 1992 .

[8]  Stewart Robinson,et al.  Conceptual modeling for simulation , 2013, 2013 Winter Simulations Conference (WSC).

[9]  Osman Balci Validation, verification, and testing techniques throughout the life cycle of a simulation study , 1994, WSC '94.

[10]  Stewart Robinson,et al.  Conceptual modelling for discrete-event simulation , 2010 .

[11]  Thomas W. Lucas,et al.  When is model complexity too much? Illustrating the benefits of simple models with Hughes' salvo equations , 2003 .

[12]  John David Salt,et al.  Simulation should be easy and fun! , 1993, WSC '93.

[13]  Ray J. Paul,et al.  On simulation model complexity , 2000, 2000 Winter Simulation Conference Proceedings (Cat. No.00CH37165).

[14]  Thomas R. Willemain,et al.  Model Formulation: What Experts Think About and When , 1995, Oper. Res..

[15]  Patrick Charpentier,et al.  Reducing simulation models for scheduling manufacturing facilities , 2005, Eur. J. Oper. Res..

[16]  George S. Innis,et al.  Simulation model simplification techniques , 1983 .

[17]  Stewart Robinson,et al.  Conceptual modelling for simulation Part II: a framework for conceptual modelling , 2008, J. Oper. Res. Soc..

[18]  Stewart Robinson,et al.  Simulation verification, validation and confidence: a tutorial , 1999 .

[19]  Stewart Robinson,et al.  Conceptual modelling for simulation Part I: definition and requirements , 2008, J. Oper. Res. Soc..

[20]  Stewart Robinson,et al.  Conceptual modelling: Past, present and future , 2011 .