Paul Saves

67%
Libre accès
36
Documents
Affiliation actuelle
  • Institut de recherche en informatique de Toulouse (IRIT)
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Publications

A distance for mixed-variable and hierarchical domains with meta variables

Edward Hallé-Hannan , Charles Audet , Youssef Diouane , Sébastien Le Digabel , Paul Saves
Neurocomputing, 2025, pp.131208. ⟨10.1016/j.neucom.2025.131208⟩
Article dans une revue hal-05014820 v1
Image document

System Architecture Optimization Strategies: Dealing with Expensive Hierarchical Problems

Jasper H Bussemaker , Paul Saves , Nathalie Bartoli , Thierry Lefebvre , Rémi Lafage
Journal of Global Optimization, 2024, ⟨10.1007/s10898-024-01443-8⟩
Article dans une revue hal-04462829 v1
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SMT 2.0: A Surrogate Modeling Toolbox with a focus on hierarchical and mixed variables Gaussian processes

Paul Saves , Rémi Lafage , Nathalie Bartoli , Youssef Diouane , Jasper Bussemaker et al.
Advances in Engineering Software, 2024, 188 (103571), pp.103571. ⟨10.1016/j.advengsoft.2023.103571⟩
Article dans une revue hal-04331916 v1
Image document

High-dimensional Bayesian optimization using both random and supervised embeddings

Rémy Priem , Youssef Diouane , Nathalie Bartoli , Sylvain Dubreuil , Paul Saves
AIAA Journal, 2024, 63 (1), pp.162-173. ⟨10.2514/1.J063488⟩
Article dans une revue hal-04793266 v1
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High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft

Paul Saves , Youssef Diouane , Nathalie Bartoli , Thierry Lefebvre , Joseph Morlier
Structural and Multidisciplinary Optimization, 2024, 67 (5), pp.81. ⟨10.1007/s00158-024-03785-z⟩
Article dans une revue hal-04574274 v1
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A mixed-categorical correlation kernel for Gaussian process

Paul Saves , Y. Diouane , Nathalie Bartoli , T. Lefebvre , J. Morlier
Neurocomputing, In press, ⟨10.1016/j.neucom.2023.126472⟩
Article dans une revue hal-04130877 v2

SMT: the Surrogate Modeling Toolbox : Explainability with mixed variables applied to multi-agent system

Paul Saves
ANR MIMICO 1st Workshop, IRIT, Mar 2025, Toulouse, France
Communication dans un congrès hal-05024208 v1
Image document

SMT-EX: An Explainable Surrogate Modeling Toolbox for Mixed-Variables Design Exploration

Mohammad Daffa Robani , Paul Saves , Lavi Rizki Zuhal , Pramudita Satria Palar , Joseph Morlier
AIAA SciTech 2025, AIAA, Jan 2025, Orlando, FL, United States. ⟨10.2514/6.2025-0777⟩
Communication dans un congrès hal-04816698 v2
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Modèles de Substitution pour les Modèles Basés Agents : Enjeux, Méthodes et Applications

Paul Saves , Nicolas Verstaevel , Benoit Gaudou
Les 33èmes Journées Francophones sur les Systèmes Multi-Agents (JFSMA 2025), Jun 2025, Dijon, France
Communication dans un congrès hal-05035806 v1

Sustainable Eco-Design of Hybrid-Electric Aircraft via Bayesian Optimization with Mixed Hierarchical Variables

Paul Saves , Eric Nguyen Van , Nathalie Bartoli , Thierry Lefèbvre , Youssef Diouane et al.
Towards Sustainable Aviation Summit, Airbus, Jan 2025, Toulouse, France
Communication dans un congrès hal-05024204 v1
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Frequency-aware Surrogate Modeling With SMT Kernels For Advanced Data Forecasting

Nicolas Gonel , Paul Saves , Joseph Morlier
AeroBest 2025, Instituto Superior Técnico of the University of Lisbon, Apr 2025, Lisbonne, Portugal
Communication dans un congrès hal-05014823 v1
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Surrogate-Based Optimization of System Architectures Subject to Hidden Constraints

Jasper H Bussemaker , Paul Saves , Nathalie Bartoli , Thierry Lefebvre , Björn Nagel
AIAA Aviation Forum and ASCEND co-located Conference Proceedings, Jul 2024, Las Vegas, United States. ⟨10.2514/6.2024-4401⟩
Communication dans un congrès hal-04462408 v2

A graph-structured distance for mixed-variable domains with meta variables

Edward Hallé-Hannan , Paul Saves , Charles Audet , Eric Nguyen Van , Jasper Bussemaker et al.
AISSAI Heterogeneous Data and Large Representation Models in Science, Laboratoire des 2 infinis de Toulouse, Sep 2024, Toulouse, France
Communication dans un congrès hal-05024197 v1

Bayesian optimization to solve black box problems with hidden constraints

Nathalie Bartoli , Thierry Lefèbvre , Rémi Lafage , Paul Saves , Youssef Diouane et al.
Workshop ANR SAMURAI, Institut Henri Poincaré, Dec 2024, Paris, France
Communication dans un congrès hal-05024340 v1
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System-of-systems Modeling and Optimization: An Integrated Framework for Intermodal Mobility

Paul Saves , Jasper Bussemaker , Rémi Lafage , Thierry Lefebvre , Nathalie Bartoli et al.
ODAS 2024: 24th joint ONERA-DLR Aerospace Symposium, DLR, Jun 2024, Brunschweig, Germany
Communication dans un congrès hal-04590323 v1

Surrogate-Based Modeling and Optimization of Expensive System Architectures Problems using ONERA and DLR Softwares: An Integrated Framework

Paul Saves , Jasper Bussemaker , Rémi Lafage , Nathalie Bartoli , Youssef Diouane et al.
4th workshop for Advances in Artificial Intelligence for Aerospace Engineering, DLR, the German Aerospace Center, Jun 2024, Braunscheiwg, Germany
Communication dans un congrès hal-05024184 v1

Gaussian process for Bayesian optimization with mixed hierarchical variables: Application to electric-hybrid aircraft eco-design

Paul Saves , Eric Nguyen Van , Nathalie Bartoli , Thierry Lefèbvre , Youssel Diouane et al.
Workshop on Bayesian optimization & related topics, Jun 2024, Paris, France
Communication dans un congrès hal-04845948 v1

Multidisciplinary design optimization with mixed categorical variables for aircraft design

Paul Saves , Nathalie Bartoli , Youssef Diouane , Thierry Lefèbvre , Joseph Morlier et al.
AIAA SciTech 2023, American Institute of Aeronautics and Aerospace, Jan 2023, National Harbor (Maryland), United States
Communication dans un congrès hal-05022969 v1
Image document

High-dimensional efficient global optimization using both random and supervised embeddings

Remy Priem , Nathalie Bartoli , Youssef Diouane , Sylvain Dubreuil , Paul Saves
AIAA AVIATION 2023 Forum, American Institute of Aeronautics and Astronautics, Jun 2023, San Diego, United States. pp.10.2514/6.2023-4448, ⟨10.2514/6.2023-4448⟩
Communication dans un congrès hal-04123951 v1
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Multi-objective bayesian optimization with mixed-categorical design variables for expensive-to-evaluate aeronautical applications

Nathalie Bartoli , Thierry Lefebvre , Rémi Lafage , Paul Saves , Youssef Diouane et al.
AEROBEST 2023, ECCOMAS, Jul 2023, Lisbonne, Portugal. pp.436
Communication dans un congrès hal-04170287 v1

A new mixed-categorical correlation kernel for Gaussian process

Paul Saves
MASCOT-NUM 2023, GdR RT-UQ, Apr 2023, Le Croisic (Loire Atlantique), France
Communication dans un congrès hal-05022945 v1
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Regularized Infill Criteria for Multi-objective Bayesian Optimization with Application to Aircraft Design

Robin Grapin , Youssef Diouane , Joseph Morlier , Nathalie Bartoli , Thierry Lefebvre et al.
AIAA AVIATION 2022, Jun 2022, Chicago, United States. ⟨10.2514/6.2022-4053⟩
Communication dans un congrès hal-03753674 v1
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A general square exponential kernel to handle mixed-categorical variables for Gaussian process

Paul Saves , Youssef Diouane , Nathalie Bartoli , Thierry Lefebvre , Joseph Morlier
AIAA AVIATION 2022 Forum, Jun 2022, Chicago, United States. ⟨10.2514/6.2022-3870⟩
Communication dans un congrès hal-03700850 v1

Towards a unified Gaussian process kernel-based correlation matrix representation for mixed-categorical variables

Paul Saves , Youssef Diouane , Nathalie Bartoli , Thierry Lefèbvre , Joseph Morlier
Journées de l'optimisation, HEC Montréal, May 2022, Montréal (Québec), Canada
Communication dans un congrès hal-05022901 v1
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Bayesian optimization for mixed variables using an adaptive dimension reduction process: applications to aircraft design

Paul Saves , Eric Nguyen Van , Nathalie Bartoli , Thierry Lefebvre , Christophe David et al.
AIAA SciTech 2022, Jan 2022, San Diego, United States. ⟨10.2514/6.2022-0082⟩
Communication dans un congrès hal-03514915 v1

Présentation de la Toolbox SMT - L'I.A. pour les modèles de substitution

Paul Saves
SurDay @ ISAE-SUPAERO, ISAE-Supaero, Jul 2021, Toulouse, France
Communication dans un congrès hal-05022608 v1
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Constrained bayesian optimization over mixed categorical variables, with application to aircraft design

Paul Saves , Nathalie Bartoli , Youssef Diouane , Thierry Lefebvre , Joseph Morlier et al.
AeroBest 2021, Jul 2021, Lisbonne, Portugal
Communication dans un congrès hal-03346341 v1

Enhanced Kriging models within a Bayesian optimization framework to handle both continuous and categorical inputs

Paul Saves , Nathalie Bartoli , Youssef Diouane , Joseph Morlier , Thierry Lefebvre
SIAM CSE21, Mar 2021, Fort Worth, United States
Communication dans un congrès hal-03402296 v1