Application of simulation and modeling

Why simulation

  • It may be too difficult, hazardous, or expensive to observe a real, operational system.

  • Parts of the system may not be observable (e.g., internals of a silicon chip or biological system).

  • In many situations experimenting with actual system may not be possible at all. For example, it is not possible to conduct experiment, to study the behavior of a man on the surface of moon.

  • In some other situations, even if experimentation is possible, it may be too costly and risky.

Uses of simulation

  • Analyze systems before they are built

  • Reduce number of design mistakes and optimize design

  • Analyze operational systems

  • Create virtual environments for training, entertainment

  • Verify analytic solutions

  • Optimize the system design such as routing algorithm or assembly line

  • Test new designs and policies

  • Semiconductors, telecommunications, civil engineering designs & presentations

When to use simulation

  • Simulation is very useful for experiments with the internal interactions of a complex system, or of a subsystem within a complex system.

  • Simulation can be employed to experiment with new designs and policies, before implementing.

  • Simulation can be used to verify the results obtained by analytical methods and reinforce the analytical techniques.

  • Simulation is very useful in determining the influence of changes in input variables on the output of the system.

  • Simulation helps in suggesting modifications in the system under investigation for its optimal performance.

Application areas of simulation and modeling

  • Manufacturing: Design analysis and optimization of production system, materials management, capacity planning, layout planning, and performance evaluation, evaluation of process quality.

  • Business: Market analysis, prediction of consumer behavior, and optimization of marketing strategy and logistics, comparative evaluation of marketing campaigns.

  • Military: Testing of alternative combat strategies, air operations, sea operations, simulated war exercises, practicing ordinance effectiveness.

  • Healthcare Applications: Such as planning of health services, expected patient density, facilities requirement, hospital staffing, estimating the effectiveness of a health care program.

  • Communication Applications: Such as network design, and optimization, evaluating network reliability, manpower planning, sizing of message buffers.

  • Computer Applications: Such as designing hardware configurations and operating system protocols, sharing networking.

  • Economic Applications: such as portfolio management, forecasting impact of Govt. Policies and international market fluctuations on the economy. Budgeting and forecasting market fluctuations.

  • Transportation Applications: Design and testing of alternative transportation policies, transportation networks-roads, railways, airways etc. Evaluation of timetables, traffic planning.

  • Environment Applications: Solid waste management, performance evaluation of environmental programs, evaluation of pollution control systems.

  • Biological applications: Such as population genetics and spread of epidemics, Internal structure of a complex biological system.

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