IEE 475: Simulating Stochastic Systems
Archived lectures from IEE 475 (Simulating Stochastic System) given by Ted Pavlic at Arizona State University. A course on discrete event system simulation focused on Industrial Engineering undergraduate students or others learning to use good simulation methodologies.
- Update frequency
- every 3 days
- Episodes
- 30
- Years Active
- 2024 - 2025
Lecture E1 (2024-09-06): Random-Number Generation
In this lecture, we introduce the measure-theoretic concept of a random variable (which is neither random nor a variable) and related terms, such as outcomes, events, probability measures, moments, m…
Thu 26 Sep 2024
Lecture D2 (2024-09-24): Probabilistic Models
In this lecture, we review basic probability fundamentals (measure spaces, probability measures, random variables, probability density functions, probability mass functions, cumulative distribution f…
Tue 24 Sep 2024
Lecture D1 (2024-09-19): Probability and Random Variables
In this lecture, we introduce the measure-theoretic concept of a random variable (which is neither random nor a variable) and related terms, such as outcomes, events, probability measures, moments, m…
Thu 19 Sep 2024
Lecture C2 (2024-09-17): Beyond DES – SDM, ABM, and NetLogo
This lecture (slides embedded below) provides some historical background and motivation for System Dynamics Modeling (SDM) and Agent-Based Modeling (ABM), two other simulation modeling approaches tha…
Tue 17 Sep 2024
Lecture C1 (2024-09-12): Basic Simulation Tools and Techniques
This lecture covers content related to implementing simulations with spreadsheets and the motivations for the use of special-purpose Discrete Event System Simulation tools. In particular, we discuss …
Thu 12 Sep 2024
Lecture B3 (2024-09-10): Discrete-Event Simulation Examples, Part II
In this lecture, we close out our review of DES fundamentals and hand simulation. After going through a hand-simulation example one last time, we show how to implement a Discrete Event System (DES) s…
Wed 11 Sep 2024
Lecture B2 (2024-09-05): Discrete-Event Simulation Examples, Part I
In this lecture, we review fundamentals of Discrete Event System (DES) simulation (e.g., entities, resources, activities, processes, delays, attributes) and we run through a number of DES modeling ex…
Thu 05 Sep 2024
Lecture B1 (2024-09-03): Fundamental Concepts of Discrete-Event Simulation (DES)
In this lecture, we cover fundamentals of discrete-event system (DES) simulation (DESS). This involves reviewing basic simulation concepts (entities, resources, attributes, events, activities, delays…
Tue 03 Sep 2024
Lecture A2 (2024-08-29): Introduction to Simulation Modeling
In this lecture, we introduce the three different simulation methodologies (agent-based modeling, system dynamics modeling, and discrete event system simulation) and then focus on how stochastic mode…
Fri 30 Aug 2024
Lecture A1 (2024-08-27): Introduction to Modeling
This lecture introduces the topic of modeling with particular focus on the role of quantitative modeling in industrial engineering and operations research. This is an introduction to a course on stoc…
Tue 27 Aug 2024
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