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Case study · Wind tunnel comparison

LES against the wind tunnel DrivAer hp-F rear wing

How closely AOX LES predicts the downforce a rear wing adds, compared with Cranfield wind tunnel data.

2026.10.17
Time-averaged speed on the centre plane of the DrivAer hp-F from AOX LES, close in on the 15° rear wing, the rear of the roof and the slow wake behind the car
Lift change from the 15° rear wing in AOX LES
−0.262
The same change measured in the Cranfield wind tunnel
−0.256
Bare-body drag in the tunnel, LES vs experiment (uncorrected)
+1.1%
One full-size run on a single GPU
72 min

Downforce changes from parts are where LES and the wind tunnel agree best, so AOX uses LES to compare part and wing settings.

01 / THE TEST CAR

DrivAer hp-F

A public research car, tested in a wind tunnel and in AOX LES.

DrivAer is a public research car body for aerodynamic studies. The hp-F is its high-performance fastback variant, with rear wing and spoiler options.

The reference is Cranfield University’s open wind tunnel data: a 35% scale model in an 8 × 6 m closed tunnel at 40 m/s, reported without blockage correction.

AOX scaled the model to full size and ran standard-grade LES at 120 km/h and 0° yaw. Every configuration ran on the same fixed grid, so any difference comes from the geometry alone.

Wind tunnel · Cranfield University

Data
CERES open repository
Model
35% scale
Tunnel
8 × 6 m, closed
Speed
40 m/s
Correction
No blockage correction

AOX LES

Model
Scaled to full size
Speed
120 km/h
Yaw
0°
Grade
Standard
02 / THE WING DOWNFORCE

The downforce the wing adds

Set at the same attitude as in the tunnel: 15° about the bolt axis.

Adding the 15° rear wing changes lift by ΔCl −0.262 in AOX LES. The wind tunnel measured −0.256. A negative change means more downforce.

Without the wing, the bare body’s drag coefficient is 0.3151 in AOX LES and 0.3114 in the tunnel, a difference of +1.1%. Both are tunnel values before blockage correction.

ΔCl from the 15° wing · AOX LES
−0.262
ΔCl from the 15° wing · Cranfield wind tunnel
−0.256
Bare-body Cd · AOX LES, uncorrected tunnel value
0.3151
Bare-body Cd · Cranfield wind tunnel, uncorrected
0.3114
Time-averaged speed on the centre plane of the DrivAer hp-F without a rear wing, from AOX LES, showing faster flow over the roof and a slow wake behind the rear of the car
No wing. Time-averaged speed on the centre plane.
Time-averaged speed on the centre plane of the DrivAer hp-F with the 15° rear wing, from AOX LES, on the same plane and colour scale as the car without a wing
15° rear wing. Same plane, same colour scale.

Colour shows speed relative to the oncoming flow, from 0 (dark blue) to 1.4 (dark red). Both images come from AOX LES on the same grid.

03 / FIVE WING ANGLES

Five wing angles

One fixed grid. Only the wing angle changes.

From 5° to 25°, the downforce the wing adds grows steadily with every step in angle.

Wing angleΔCl · AOX LES
5°−0.160
10°−0.201
15°−0.262
20°−0.316
25°−0.374

ΔCl is the lift change from adding the wing, on the same grid as the bare body. The tunnel’s own angle series was measured on a different rig, with a moving belt and 9.6% blockage, so it is not mixed into this table.

04 / HOW WE RAN IT

How we ran it

Full-size LES on a single GPU.

Simulation grade used for every run
Standard
Per run on one NVIDIA RTX PRO 6000
72 min
Bare-body Cd when the same setup was run again
0.3151 = 0.3151
Wing settings on one fixed grid
7
05 / REFERENCES

References

  • Cranfield University. DrivAer hp-F wind tunnel dataset. CERES open data, 35% scale model, 8 × 6 m tunnel.
  • Heft, A., Indinger, T. & Adams, N. (2012). Introduction of a new realistic generic car model for aerodynamic investigations. SAE 2012-01-0168 (DrivAer).
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