Shape a distinctive concept car while reducing drag and preventing the form from producing unwanted lift.
Independent work
CAD, simulation and validation. The detailed CFD report records Cd 0.169 versus an initial 0.26 at a 40 m/s inlet. Wind-tunnel work examined model and interpretation errors in a shared course experiment.
Read this in context
Concept geometry in CFD, with shared course wind-tunnel experiments. Use the detailed report’s 0.169 final Cd; do not compare it directly with road-car marketing figures.
Concept geometry in CFD, with shared course wind-tunnel experiments. Use the detailed report’s 0.169 final Cd; do not compare it directly with road-car marketing figures.
SIMULATION / BASELINE NORMALISED TO 100
Approximately 35% less drag than the early concept.
Baseline index100
Refined design index≈65
0.169
Final reported CFD Cd
At the documented 40 m/s inlet; the summary portfolio rounds the value to 0.16.
≈35%
Within-study Cd reduction
Computed from 0.26 to 0.169. Not an on-road measurement or a like-for-like production-car benchmark.
CFD + tunnel
Two complementary investigations
Individual design work with shared course validation; the tunnel model is not proof of full-scale vehicle performance.
Source notes & scope 3
CFD DesignDesign iteration, CFD setup and results sections
Final Cd 0.169, initial 0.26, inlet 40 m/s.
Portfolio — Qiuguang Wupp. 6–8
Rounded summary and shared experiment context.
Author clarificationProject ownership
Displayed design is independently completed; some course experiments were shared.
↗FIG. 02A scaled model brought the digital hypothesis into a physical test.↗FIG. 03Pressure and airflow results guided the final surface changes.
A standalone temporal model outperformed a current-force heuristic offline. The integrated ForceVLA risk head also learned the proxy risk signal; reliable action improvement and closed-loop performance remain unverified.
Independent projectIndependent research: trajectory ranking, simulation and risk-head training