125 citations
- Centre National de la Recherche ScientifiqueFR17 papers
- Université Toulouse III - Paul SabatierFR14 papers
- Université Fédérale de Toulouse Midi-PyrénéesFR13 papers
- Institut Supérieur de l'Aéronautique et de l'Espace (ISAE-SUPAERO)FR10 papers
- Office National d'Études et de Recherches AérospatialesFR6 papers
- Université de ToulouseFR6 papers
- IMT Mines AlbiFR4 papers
- National Higher French Institute of Aeronautics and Space4 papers
- Polytechnique MontréalCA4 papers
- Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR)DE3 papers
- École Nationale de l’Aviation CivileFR3 papers
- Institut National des Sciences Appliquées de ToulouseFR3 papers
31 papers
Interpretable and Explainable Surrogate Modeling for Simulations: A State-of-the-Art Survey and Perspectives on Explainable AI for Decision-Making
Pramudita Satria Palar, Paul Saves, Muhammad Daffa Robani +6
The simulation of complex systems increasingly relies on sophisticated but fundamentally opaque computational black-box simulators. Surrogate models play a central role in reducing…
Atomistic modeling of the hygromechanical properties of amorphous Polyamide 6,6
Karim Gadelrab, Armin Kech, Camilo Cruz
Polyamide 6,6 (PA66) is a key engineering polymer, whose unique mechanical properties arise from strong interchain hydrogen bonding. However, its hygroscopic nature makes it highly…
Global Sensitivity Analysis for Engineering Design Based on Individual Conditional Expectations
Pramudita Satria Palar, Paul Saves, Rommel G. Regis +4
Explainable machine learning techniques have gained increasing attention in engineering applications, especially in aerospace design and analysis, where understanding how input var…
System-of-systems Modeling and Optimization: An Integrated Framework for Intermodal Mobility
Paul Saves, Jasper Bussemaker, Rémi Lafage +4
For developing innovative systems architectures, modeling and optimization techniques have been central to frame the architecting process and define the optimization and modeling p…
Enhancing performance in bolt torque tightening using a connected torque wrench and augmented reality
Adeline Fau, Mina Ghobrial, Philippe Seitier +4
Modern production rates and the increasing complexity of mechanical systems require efficient and effective manufacturing and assembly processes. The transition to Industry 4.0, su…
Multi-objective Bayesian Optimization With Mixed-categorical Design Variables for Expensive-to-evaluate Aeronautical Applications
Nathalie Bartoli, Thierry Lefebvre, Rémi Lafage +8
This work aims at developing new methodologies to optimize computational costly complex systems (e.g., aeronautical engineering systems). The proposed surrogate-based method (often…