Thermal
Transient Thermal Field of a Complex Shaft
Adjust the hot-wall and initial shaft temperatures to predict the transient temperature field of the registered complex shaft.
Published scope
The inputs, geometry and outputs below follow the registered public case. Published verification applies only to the stated conditions. Service availability requires a live request.
Direct Parametric MLP
Shaft components develop time-dependent temperature distributions during startup, operation and cooling. This case represents transient heat transfer on fixed shaft geometry.
The case predicts temperature fields at registered time conditions and provides viewable three-dimensional transient results.
- Geometry
- Imported complex shaft
- Geometry scope
- same_geometry_only
Adjustable inputs
| Input | Range | Default |
|---|---|---|
| Hot wall temperature | 60.0 – 140.0 °C | 60.0 |
| Initial shaft temperature | 140.0 – 160.0 °C | 145.0 |
Output fields
- Temperature field: Temperature
Registered verification
- registered_status
- passed
- summary
- Only the registered 60/145 °C holdout has an Abaqus pointwise comparison.
- holdout_parameters
- hot_wall_temperature: 60.0; initial_plate_temperature: 145.0
- holdout_metrics
- RMSE: 12.2618; Relative L2: 0.0842833; Correlation: 0.957134
Recorded workflow evidence
- Project opening
- PASS
- Save and reopen
- PASS
- Training
- PASS
- Prediction
- PASS
- Independent accuracy
- NOT_CLAIMED
- Portable validation
- PASS
These are recorded checks; they do not establish live service availability or accuracy for every new request.