4 papers
Toward AI-Augmented Cooperative Engineering Workflows: Requirements and Architecture the European Rover Challenge
Ahmed R. Sadik, Frank Joublin, Mariusz Bujny +2
The growing availability of Artificial Intelligence (AI) tools creates new opportunities to support engineering design processes, yet their current use often remains limited to iso…
Optimization is Not Enough: Why Problem Formulation Deserves Equal Attention
Iván Olarte Rodríguez, Gokhan Serhat, Mariusz Bujny +3
Black-box optimization is increasingly used in engineering design problems where simulation-based evaluations are costly and gradients are unavailable. In this context, the optimiz…
Human-in-the-Loop: Quantitative Evaluation of 3D Models Generation by Large Language Models
Ahmed R. Sadik, Mariusz Bujny
Large Language Models are increasingly capable of interpreting multimodal inputs to generate complex 3D shapes, yet robust methods to evaluate geometric and structural fidelity rem…
High Dimensional Bayesian Optimization Assisted by Principal Component Analysis
Elena Raponi, Hao Wang, Mariusz Bujny +2
Bayesian Optimization (BO) is a surrogate-assisted global optimization technique that has been successfully applied in various fields, e.g., automated machine learning and design o…