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Probability and Statistics Required!
2
Review Outline
Connection to simulation. Concepts to review. Assess your understanding. Addressing knowledge gaps.
Probability, Statistics, and Simulation
Simulate random components- Generation of Interarrivals Service times Breakdowns Repair times
…that are assumed tobehave according to fitted distributions.
Simulation Model
Datae.g., InterarrivalsService timesBreakdownsRepair times…
Distribution Fitting
• Compute statistics • Graphical representation• Choose distributions
• Mass functions• Density functions• Distribution fcns.
• Goodness-of-fit tests (statistical inference)
Simulation replications
Warm-up
Samples of systemPerformancex1
x2
…xn
Output AnalysisStatistical tests and measures
3
Statistics & Probability Probability Statistics
“Statistics” – processing/analyzing data“Probability” – Manipulating/utilizing functions characterizing uncertainty
4
Concepts to Review
Random variables. Statistics and graphs computed from
collected data. Probabilistic distribution functions. Statistical inference.
5
Self Assessment
Utilize “IE 415/515 Prob. and Stat. Review Questions”. Available on the course website.
Answers will be reviewed in class.
6
Addressing Knowledge Gaps
Review IE 355 notes. Utilize an engineering statistics text,
or the IE 355 text. Understand the concepts
Do additional problems Utilize text books, web-based material
for other explanations.