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On the impact of geometric variance on the performance of formed parts: A probabilistic approach on the example of airbag pressure bins

Published: December 15, 2025 | arXiv ID: 2512.13302v1

By: Lukas Schnelle , Niklas Fehlemann , Ali O. M. Kilicsoy and more

Potential Business Impact:

Makes car parts lighter and safer.

Business Areas:
A/B Testing Data and Analytics

Scatter in properties resulting from manufacturing is a great challenge in lightweight design, requiring consideration of not only the average mechanical performance but also the variance which is done e.g., by conservative safety factors. One contributor to this variance is the inherent geometric variability in the formed part. To isolate and quantify this effect, we present a probabilistic numerical study, aiming to assess the impact of geometric variance on the resulting part performance. By modelling geometric deviations stochastically, we aim to establish a correlation between the variance in geometry with the resulting variance in performance. The study is done on the example of an airbag pressure bin, where a better understanding of this correlation is crucial, as it allows for the design of a lighter part without changing the manufacturing process. Instead, we aim to implement more targeted and effective quality assurance, informed by the performance impact of geometric deviations.

Page Count
7 pages

Category
Computer Science:
Computational Engineering, Finance, and Science