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ME6105 Lectures for Spring 2012
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Course Overview and Introduction
- Lecture 1: Course objectives, overview
- Lecture 2: Modeling of Energy-Based Systems
- Lecture 3: Object Oriented Modeling in Dymola (Slides with example solution)
Modeling the Structure of Design Problems
- Lecture 4: Decision Making in Design; influence diagrams
- Lecture 5: Modeling design decision problems
Modeling of Energy-Based Systems
- Lecture 6: What is modeling and simulation?
- Lecture 7: Modeling approaches and tools
- Lecture 8: The Modelica Language (solution to winch example and HW1: ME6105_HW1_extended.mo)
- Lecture 9: Debugging Modelica Models (DebuggingLectureHandout.mo)
- Lecture 10: Reformulating Differential Algebraic Equations
- Lecture 11: Solving Ordinary Differential Equations
Value-Driven Design
- Lecture 12: Value functions and tradeoffs under certainty
- Lecture 13: Value over Time
- Lecture 14: Cost Modeling
- Lecture 15: Demand Modeling
- Lecture 16: Demand Modeling Spreadsheet -- was folded into lecture 15.
- Lecture 17: A Framework for Value-Driven Design
Modeling Uncertainty
- Lecture 18: Probability Basics
- Lecture 19: Uncertainty in Design
- Lecture 20: Probability Elicitation
- Lecture 21: Bayes Theorem
- Lecture 22: Computing with Uncertain Information
Design Optimization under Uncertainty
- Lecture 23: Utility Theory (solution to example)
- Lecture 24: The Role of Optimization in Design
- Lecture 25: Surrogate Modeling
