markasch / DT-tbx-examples

Code for all the examples in DT book

DT-tbx Examples

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