selected publications
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academic article
- High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft. Structural and Multidisciplinary Optimization. 67. 2024
- SMT 2.0: A Surrogate Modeling Toolbox with a focus on hierarchical and mixed variables Gaussian processes. Advances in Engineering Software. 188:103571-103571. 2023
- Towards a multi-fidelity & multi-objective Bayesian optimization efficient algorithm. Aerospace Science and Technology. 142:108673-108673. 2023
- Aeroelastic scaling of flying demonstrators: mode tracking technique. Mechanics & Industry. 23:2-2. 2022
- An MDO-based methodology for static aeroelastic scaling of wings under non-similar flow. Structural and Multidisciplinary Optimization. 63:1045-1061. 2021
- Aeroelastic scaling of flying demonstrator: flutter matching. Mechanics & Industry. 22:42-42. 2021
- Adaptive modeling strategy for constrained global optimization with application to aerodynamic wing design. Aerospace Science and Technology. 90:85-102. 2019
- Extreme value oriented random field discretization based on an hybrid polynomial chaos expansion — Kriging approach. Computer Methods in Applied Mechanics and Engineering. 332:540-571. 2018
- Évaluation de l’incertitude associée à l’interpolation de maillage dans un calcul couplé partitionné 2017
- Propagation of Modeling Uncertainty by Polynomial Chaos Expansion in Multidisciplinary Analysis. Journal of Mechanical Design. 138. 2016
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conference paper
- Gaussian process for Bayesian optimization with mixed hierarchical variables: Application to electric-hybrid aircraft eco-design. . 2024
- System-of-systems Modeling and Optimization: An Integrated Framework for Intermodal Mobility. . 2024
- Multi-objective bayesian optimization with mixed-categorical design variables for expensive-to-evaluate aeronautical applications. . 2023
- Pareto optimal fidelity level selection for multi-fidelity Bayesian optimization applied to drone design. HAL (Le Centre pour la Communication Scientifique Directe). 2022
- Multi-fidelity constrained Bayesian optimization, application to drone design. HAL (Le Centre pour la Communication Scientifique Directe). 2021
- CONSTRAINED BAYESIAN OPTIMIZATION OVER MIXED CATEGORICAL VARIABLES, WITH APPLICATION TO AIRCRAFT DESIGN. HAL (Le Centre pour la Communication Scientifique Directe). 2021
- Enhanced Kriging models within a Bayesian optimization framework to handle both continuous and categorical inputs. HAL (Le Centre pour la Communication Scientifique Directe). 2021
- Multi-fidelity efficient global optimization: Methodology and application to airfoil shape design. AIAA Aviation 2019 Forum. 2019
- Propagation d’incertitude de modèle pour l’optimisation multidisciplinaire. HAL (Le Centre pour la Communication Scientifique Directe). 2018
- Multidisciplinary optimization based on Kriging surrogate models. HAL (Le Centre pour la Communication Scientifique Directe). 2018
- An adaptive kriging based approach to robust optimization. HAL (Le Centre pour la Communication Scientifique Directe). 2017
- Évaluation de l'incertitude associée à l'interpolation de maillage dans un calcul couplé partitionné. HAL (Le Centre pour la Communication Scientifique Directe). 2017
- Adaptive random field discretization for optimization under uncertainties. HAL (Le Centre pour la Communication Scientifique Directe). 2017
- Static and Dynamic Aeroelastic Scaling of the CRM Wing via Multidisciplinary Optimization. HAL (Le Centre pour la Communication Scientifique Directe). 2017
- Multidisciplinary optimization by surrogate models: handling epistemic uncertainties by polynomial chaos expansion. HAL (Le Centre pour la Communication Scientifique Directe). 2016
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document
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