next up previous
Next: SIMULATION EXAMPLE Up: Computer Simulation: The Previous: WHAT IS SIMULATION?

WHY DO SIMULATION?

You may wonder whether simulation must be used to study dynamic systems. There are many methods of modeling systems which do not involve simulation but which involve the solution of a closed-form system (such as a system of linear equations). Simulation is often essential in the following cases: 1) the model is very complex with many variables and interacting components; 2) the underlying variables relationships are nonlinear; 3) the model contains random variates; 4) the model output is to be visual as in a 3D computer animation. The power of simulation is that ---even for easily solvable linear systems--- a uniform model execution technique can be used to solve a large variety of systems without resorting to a ``bag of tricks'' where one must choose special-purpose and sometimes arcane solution methods to avoid simulation. Another important aspect of the simulation technique is that one builds a simulation model to replicate the actual system. When one uses the closed-form approach, the model is sometimes twisted to suit the closed-form nature of the solution method rather than to accurately represent the physical system. A harmonious compromise is to tackle system modeling with a hybrid approach using both closed-form methods and simulation. For example, we might begin to model a system with closed-form analysis and then proceed later with a simulation. This evolutionary procedure is often very effective.



Paul Fishwick
Thu Oct 19 10:30:41 EDT 1995