Paul Saves

66%
Libre accès
41
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

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

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
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
Image document

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
Image document

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

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

Prix de thèse de la Fondation ISAE-SUPAERO

Paul Saves
Docteur, raconte-moi ta thèse en 3 minutes !, Fondation ISAE-SUPAERO, Jan 2025, Toulouse, France
Communication dans un congrès hal-05433538 v1
Image document

Adaptive Agents in Spatial Double-Auction Markets: Modeling the Emergence of Industrial Symbiosis

Matthieu Mastio , Paul Saves , Gaudou Benoit , Nicolas Verstaevel
International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2026), The International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), May 2026, Paphos, Cyprus
Communication dans un congrès hal-05426172 v1
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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
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

Remise de prix science ouverte de la thèse, édition 2025

Paul Saves
Assises nationales des données de la recherche (ANDOR 2025), Ministère de l’Enseignement supérieur, de la Recherche et de l’Espace (MESRE), Dec 2025, Saclay ENS, France
Communication dans un congrès hal-05433479 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

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
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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

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

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

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
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

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

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
Image document

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
Image document

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
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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

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

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
Image document

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 , Nicolas Verstaevel , Moncef Garouani et al.
2025
Pré-publication, Document de travail hal-05371637 v1
Image document

Bayesian Optimization of a Lightweight and Accurate Neural Network for Aerodynamic Performance Prediction

James Mingzhi Shihua , Paul Saves , Rhea P Liem , Joseph Morlier
2025
Pré-publication, Document de travail hal-05004649 v1
Image document

Surrogate Modeling and Explainable Artificial Intelligence for Complex Systems: A Workflow for Automated Simulation Exploration

Paul Saves , Pramudita Satria Palar , Muhammad Robani , Nicolas Verstaevel , Moncef Garouani et al.
2025
Pré-publication, Document de travail hal-05321914 v1
Image document

Hierarchical Modeling and Architecture Optimization: Review and Unified Framework

Paul Saves , Edward Hallé-Hannan , Jasper Bussemaker , Youssef Diouane , Nathalie Bartoli
2025
Pré-publication, Document de travail hal-05134630 v1
Image document

Data-Driven Global Sensitivity Analysis for Engineering Design Based on Individual Conditional Expectations

Pramudita Satria Palar , Paul Saves , Rommel G. Regis , Koji Shimoyama , Shigeru Obayashi et al.
2025
Pré-publication, Document de travail hal-05413969 v1
Image document

A graph-structured distance for heterogeneous datasets with meta variables

Edward Hallé-Hannan , Charles Audet , Youssef Diouane , Sébastien Le Digabel , Paul Saves
2025
Pré-publication, Document de travail hal-04667767 v2