Project format (data-first)
This project is intentionally organized as a data package + pipeline view rather than a slide/image narrative.
The focus is the surrogate workflow architecture and the reproducible artifacts coming from the Tailoring folder.
Pipeline map (MATLAB)
fullpipelinev1.morchestrates load -> calibrate -> delta-map -> artifact export.calibrate_surrogate.mcomputes closed-formEI/GJfrom influence integrals.run_beam.mevaluates tip deflection/twist for scaled stiffness values.delta_map.mbuilds comparison tables and plotting artifacts.- Supporting loaders:
load_yqz.m,load_tip_targets.m.
Data inventory
| Artifact | Source | Purpose |
|---|---|---|
delta_map_table.csv | demoexport/ | Surrogate outputs at selected stiffness scales |
delta_map_deflection_truth_crm.csv | Truth/ | Truth deflection targets for comparison |
delta_map_twist_truth_crm.csv | Truth/ | Truth twist targets for comparison |
demo_tip_targets.csv | datademo/ | Tip targets used in calibration workflow |
demo_y_qz.csv | datademo/ | Spanwise load descriptors used by beam solve |
All files above are mirrored into
public/project-media/aeroelastic-surrogate/for project-page traceability.
Viewable outputs
Deflection vs stiffness scale
Deflection percent error
Twist truth targets
Extracted table snapshot
| Scale | Surrogate w_tip [m] | Truth w_tip [m] | Deflection error [%] |
|---|---|---|---|
| 0.97371 | 0.391449 | 0.391287 | 0.041 |
| 0.97466 | 0.391068 | 0.390906 | 0.041 |
| 1.00000 | 0.381158 | 0.381000 | 0.041 |
| 1.00200 | 0.380397 | 0.380238 | 0.042 |
Why this sits in Other Projects
- This entry is primarily a surrogate modeling and data-engineering workflow project.
- While the context includes CFD/FSI truth data, the work showcased here emphasizes:
- calibration logic
- reduced-order modeling structure
- reproducible data outputs
- pipeline organization