Part X: Sensor Fusion, World Models, and Spatial AI
Chapter 55  [A][R]

Digital Twins, Synthetic Data, and Physics-Informed ML

Placeholder chapter page. Sections are produced by the book-skills pipeline.

Sections

  1. 55.1 Predictive models of sensor dynamics
  2. 55.2 Simulation and synthetic sensor data
  3. 55.3 Domain randomization and sim-to-real
  4. 55.4 Physics-informed neural networks (PINNs) and inverse problems
  5. 55.5 Hybrid mechanistic + data-driven models
  6. 55.6 Digital twins coupled with state estimators (EKF)
  7. 55.7 Validation of synthetic data and twins

Lab 55

generate synthetic sensor sequences with controllable faults; train a detector that transfers to real data.