Statistical Model Building
Supervised learning: Data are available from undamaged and damaged system.
Unsupervised learning: Data are available only from the undamaged system.
Three general types of statistical models for damage detection:
- Group classification (supervised, discrete)
- Regression analysis (supervised, continuous)
- identification of outliers (unsupervised)
Statistical models are used to answer five questions regarding the damage state of the system.