Paul Saves

Identifiants chercheurs

IdHAL :

paul-saves

ORCID :

0000-0001-5889-2302

arXiv :

saves_p_1

ISNI :

0000000158892302

Présentation

https://paul-saves.github.io/

Publications

Article dans une revue (8)

Modeling Hierarchical Spaces: A Review and Unified Framework for Surrogate-Based Architecture Design Paul Saves,Edward Hallé-Hannan,Jasper Bussemaker,Youssef Diouane,Nathalie Bartoli Structural and Multidisciplinary Optimization, 2026, ⟨10.1007/s00158-026-04249-2⟩ Article dans une revue hal-05134630v2
Global Sensitivity Analysis for Engineering Design Based on Individual Conditional Expectations Pramudita Satria Palar,Paul Saves,Rommel Regis,Koji Shimoyama,Shigeru Obayashiet al. Aerospace Science and Technology, 2026, pp.112091. ⟨10.1016/j.ast.2026.112091⟩ Article dans une revue hal-05413969v3
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-05014820v1
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 Bussemakeret al. Advances in Engineering Software, 2024, 188 (103571), pp.103571. ⟨10.1016/j.advengsoft.2023.103571⟩ Article dans une revue hal-04331916v1
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-04793266v1
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-04462829v1
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-04574274v1
A mixed-categorical correlation kernel for Gaussian process Paul Saves,Y. Diouane,Nathalie Bartoli,T. Lefebvre,J. Morlier Neurocomputing, 2023, ⟨10.1016/j.neucom.2023.126472⟩ Article dans une revue hal-04130877v2

Communication dans un congrès (27)

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. ⟨10.65109/EXII2056⟩ Communication dans un congrès hal-05426172v2
From Model-Based Screening to Data-Driven Surrogates: A Multi-Stage Workflow for Exploring Stochastic Agent-Based Models Paul Saves,Matthieu Mastio,Nicolas Verstaevel,Benoit Gaudou MABS 2026 - The 27th International Workshop on Multi-Agent-Based Simulation @AAMAS, IFAAMAS, May 2026, Paphos (Cyprus), Cyprus Communication dans un congrès hal-05564415v1
Analyzing Shapley Additive Explanations to Understand Anomaly Detection Algorithm Behaviors and Their Complementarity Jordan Levy,Paul Saves,Moncef Garouani,Nicolas Verstaevel,Benoit Gaudou Intelligent Data Analysis, University of Leiden, Apr 2026, Leiden (NL), Netherlands Communication dans un congrès hal-05485124v1
Sustainable Eco-Design of Hybrid-Electric Aircraft via Bayesian Optimization with Mixed Hierarchical Variables Paul Saves,Eric Nguyen Van,Nathalie Bartoli,Thierry Lefèbvre,Youssef Diouaneet al. Towards Sustainable Aviation Summit, Airbus, Jan 2025, Toulouse, France Communication dans un congrès hal-05024204v1
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-04816698v2
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-05035806v1
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-05433538v1
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-05433479v1
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-05014823v1
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-05024208v1
System-of-systems Modeling and Optimization: An Integrated Framework for Intermodal Mobility Paul Saves,Jasper Bussemaker,Rémi Lafage,Thierry Lefebvre,Nathalie Bartoliet al. ODAS 2024: 24th joint ONERA-DLR Aerospace Symposium, DLR, Jun 2024, Brunschweig, Germany Communication dans un congrès hal-04590323v1
A graph-structured distance for heterogeneous datasets with meta variables Edward Hallé-Hannan,Paul Saves,Charles Audet,Eric Nguyen Van,Jasper Bussemakeret 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-05024197v1
Bayesian optimization to solve black box problems with hidden constraints Nathalie Bartoli,Thierry Lefèbvre,Rémi Lafage,Paul Saves,Youssef Diouaneet al. Workshop ANR SAMURAI, Institut Henri Poincaré, Dec 2024, Paris, France Communication dans un congrès hal-05024340v1
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 Diouaneet 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-05024184v1
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 Diouaneet al. Workshop on Bayesian optimization & related topics, Jun 2024, Paris, France Communication dans un congrès hal-04845948v1
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-04462408v2
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-04123951v1
Multidisciplinary design optimization with mixed categorical variables for aircraft design Paul Saves,Nathalie Bartoli,Youssef Diouane,Thierry Lefèbvre,Joseph Morlieret al. AIAA SciTech 2023, American Institute of Aeronautics and Aerospace, Jan 2023, National Harbor (Maryland), United States Communication dans un congrès hal-05022969v1
Multi-objective bayesian optimization with mixed-categorical design variables for expensive-to-evaluate aeronautical applications Nathalie Bartoli,Thierry Lefebvre,Rémi Lafage,Paul Saves,Youssef Diouaneet al. AEROBEST 2023, ECCOMAS, Jul 2023, Lisbonne, Portugal. pp.436 Communication dans un congrès hal-04170287v1
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-05022945v1
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-05022901v1
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 Davidet al. AIAA SciTech 2022, Jan 2022, San Diego, United States. ⟨10.2514/6.2022-0082⟩ Communication dans un congrès hal-03514915v1
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-03700850v1
Regularized Infill Criteria for Multi-objective Bayesian Optimization with Application to Aircraft Design Robin Grapin,Youssef Diouane,Joseph Morlier,Nathalie Bartoli,Thierry Lefebvreet al. AIAA AVIATION 2022, Jun 2022, Chicago, United States. ⟨10.2514/6.2022-4053⟩ Communication dans un congrès hal-03753674v1
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-05022608v1
Constrained bayesian optimization over mixed categorical variables, with application to aircraft design Paul Saves,Nathalie Bartoli,Youssef Diouane,Thierry Lefebvre,Joseph Morlieret al. AeroBest 2021, Jul 2021, Lisbonne, Portugal Communication dans un congrès hal-03346341v1
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-03402296v1

Poster de conférence (2)

New advances in Multidisciplinary Design Optimization with Gaussian Process for Eco-design Aircraft Paul Saves,Youssef Diouane,Nathalie Bartoli,Thierry Lefèbvre,Joseph Morlier 3rd European MDO Workshop, Sep 2022, Bures sur Yvette, France Poster de conférence hal-05022920v1
High dimensional multidisciplinary design optimization with Gaussian process for eco-design aircraft Paul Saves MascotNum Annual Conference, Apr 2021, Aussois (Savoie), France Poster de conférence hal-05022530v1

Pré-publication, Document de travail (3)

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-05004649v1
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 Garouaniet al. 2025 Pré-publication, Document de travail hal-05321914v1
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 Garouaniet al. 2025 Pré-publication, Document de travail hal-05371637v1

Rapport (1)

On adapting the Super-Efficient Global Optimization solver to handle mixed-variables, with applications in aircraft design Paul Saves European Comission. 2020 Rapport hal-05022524v1

Thèse (1)

High-dimensional multidisciplinary design optimization for aircraft eco-design Paul Saves Computer Science [cs]. ISAE-SUPAERO, 2024. English. ⟨NNT : 2024ESAE0002⟩ Thèse tel-04439128v2