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Classroom Contents
Mathematical and Computational Foundations for Enabling Predictive Digital Twins at Scale
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- 1 Introduction
- 2 Digital Twins
- 3 Historical Perspective
- 4 Digital Twins of Economies
- 5 Digital Twins of Aerospace
- 6 Mathematical Foundations
- 7 Data alone is not enough
- 8 Physicsbased models
- 9 What is a physicsbased model
- 10 The computational cost of physicsbased models
- 11 The critical enabler for digital twins
- 12 The digital twin
- 13 The digital state
- 14 Dynamic vision network
- 15 Dynamic decision network
- 16 Digital twin example
- 17 Structural model
- 18 Digital state
- 19 Create the digital twin
- 20 Measure the geometry
- 21 Point estimates
- 22 Tip displacement test
- 23 Update material properties
- 24 Initial condition test
- 25 Calibration
- 26 Example
- 27 Questions
