Python · Module 05 / 06

SENSITIVITY STUDY

Parameter sweeps for mass, CG height, aero balance, and spring rates. Outputs tornado charts and a ranked sensitivity table tied to lap time.

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Validation pack ships pre-launch · Early-access discount for registrants

Eight topics this module covers. Full details at release.

Factorial and one-at-a-time sweep design
Parameter coupling: mass-CG, track-wheelbase, wing-balance
Aero map sensitivities (CL_front, CL_rear, h_aero)
Tornado chart generation with delta lap time in seconds
Sobol indices for top-K parameter ranking
Batch runner across lap simulator or vehicle model
Export ranked table to .csv with confidence intervals
Design space visualisation: 2D contour and parallel coordinates

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All six modules release once the validation pack is published with stated deltas. Register now and you get:

Early-access discount on the launch price (registrants only)
First look at validation plots, deltas, and worked examples
One email when the bundle goes live, then nothing else
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Upstream · pre-launch preview

Pacejka Magic Formula fitting from raw tyre rig data. First module in the workflow chain.

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