Local/global non-intrusive coupling strategy for robust design: a first attempt
Abstract This work investigates how non-intrusive local/global coupling strategies can be applied in the context of robust design. The objective is to propagate uncertainties from the local to the global scale using non-intrusive techniques, in order to estimate how local variabilities impact global quantities. Several uncertainty propagation methods, including perturbation techniques, polynomial chaos expansions, and Monte-Carlo simulations, are tested and compared on academic examples. Depending on the level of uncertainty, perturbation methods and non-intrusive polynomial chaos expansions appear particularly effective. A key issue in extending the approach to more complex and computationally intensive problems is the ability to exploit non-converged solutions to approach robust design configurations. A preliminary step in this direction is proposed at the end of the paper and provides a good basis for future work on more complex and realistic problems with associated challenges.
Authors
- Olivier Allix (ORCID: https://orcid.org/0000-0002-4314-3568)
- Stéphane Guinard (ORCID: https://orcid.org/0000-0002-8841-1140)
- Ludovic Chamoin (ORCID: https://orcid.org/0000-0002-8361-0757)
- Léa Karaouni
Institutions
- Airbus (France) (FR)
- Centre National de la Recherche Scientifique (FR)
- Université Paris-Saclay (FR)
- CentraleSupélec (FR)
- Laboratoire de Mécanique Paris-Saclay (FR)
Publication Details
- Journal
- Advanced Modeling and Simulation in Engineering Sciences
- Published
- 2025-07-16
- DOI
- https://doi.org/10.1186/s40323-025-00302-9
- Primary Topic
- Probabilistic and Robust Engineering Design
- Type
- article
- Field-Weighted Citation Impact
- 0.00