10  Modeling, Optimization, and Simulation

Week 10 Planned, awaiting draft

ImportantLearning objectives (tentative)

By the end of this week you should be able to:

  1. Formulate a simple optimization problem.
  2. Explain when simulation is the right tool.
NoteComing soon

These lecture notes will be written from the instructor’s Week 10 draft. The topics below are a working outline.

10.1 Planned topics

NoteKey terms in this chapter
  • Digital twin — A virtual model of a physical asset or system that is continuously updated with real data to monitor, predict, and optimize performance.
  • Linear programming — An optimization method in which the objective and all constraints are linear functions of the decision variables.
  • Operations research — The application of mathematical models, statistics, and algorithms to support better decisions in complex systems.
  • Optimization — Finding the best decision, such as minimum cost or maximum profit, subject to constraints.
  • Simulation — Imitating the operation of a real system over time with a computer model to evaluate designs and policies without disrupting the real system.