Here you will find ALL the examples from the book, A Toolbox for Digital Twins: from Model-based to Data-driven SIAM (2022), listed by chapter. Code versions are (slowly but surely) becoming available in Matlab/Octave, Python and R, (where relevant) for each example.
- Chapter 1. An Introduction to Digital Twins
- Chapter 2. Probability and Statistics
- Chapter 3. Model Simulation
- Chapter 4. Optimization
- Chapter 5. Machine Learning
- Chapter 6. Functional Data Analysis
- Chapter 7. Controllability, Observability and Identifiability
- Chapter 8. Inverse Problems
- Chapter 9. Data Assimilation
- Chapter 10. Reduced Order Methods
- Chapter 11. Bayes and Uncertainty Quantification
- Chapter 12. Causality