Table 5 Comparison of physical model and neural network integration approach
From: Deep Learning-Driven Data Curation and Model Interpretation for Smart Manufacturing
Approach | Suited for | Not suited for |
|---|---|---|
Physical model compensation | Explicit physical model with known parameters | Implicit physical model; Empirical and experimental trend |
Model parameter numerical calibration | Explicit physical model with unknown parameters | Implicit physical model; Empirical and experimental trend |
Physics-informed network training | Explicit and implicit physical model; Empirical or experimental trend | Other form of domain physical knowledge |