Amandine Marrel

Publications

Article dans une revue (30)

Statistical methods for the study of computer experiments failures: Application to a fuel-coolant interaction simulation code Faouzi Hakimi,Claude Brayer,Amandine Marrel,Fabrice Gamboa,Benoît Habert Nuclear Science and Engineering, 2024, 198 (3), pp.578-591. ⟨10.1080/00295639.2023.2197838⟩ Article dans une revue hal-03791882v1
Probabilistic surrogate modeling by Gaussian process: A new estimation algorithm for more robust prediction Amandine Marrel,Bertrand Iooss Reliability Engineering and System Safety, 2024, 247, pp.110120. ⟨10.1016/j.ress.2024.110120⟩ Article dans une revue cea-04322818v2
A comparison between Bayesian and ordinary kriging based on validation criteria: application to radiological characterisation Martin Wieskotten,Marielle Crozet,Bertrand Iooss,Céline Lacaux,Amandine Marrel Mathematical Geosciences, 2023, pp.10.1007/s11004-023-10072-y. ⟨10.1007/s11004-023-10072-y⟩ Article dans une revue hal-03806713v3
Second-level global sensitivity analysis of numerical simulators with application to an accident scenario in a sodium-cooled fast reactor Anouar Meynaoui,Amandine Marrel,Béatrice Laurent Quality and Reliability Engineering International, 2022, 39 (2), pp.500-522. ⟨10.1002/qre.3157⟩ Article dans une revue hal-03890999v1
Model selection based on validation criteria for Gaussian process regression: An application with highlights on the predictive variance Charles Demay,Bertrand Iooss,Loïc Le Gratiet,Amandine Marrel Quality and Reliability Engineering International, 2022, 38 (3), pp.1482-1500. ⟨10.1002/qre.2973⟩ Article dans une revue hal-03207216v1
The ICSCREAM methodology: Identification of penalizing configurations in computer experiments using screening and metamodel -- Applications in thermal-hydraulics A. Marrel,Bertrand Iooss,V Chabridon Nuclear Science and Engineering, 2022, 196, pp.301-321. ⟨10.1080/00295639.2021.1980362⟩ Article dans une revue hal-02535146v4
Adaptive test of independence based on HSIC measures Mélisande Albert,Béatrice Laurent,Amandine Marrel,Anouar Meynaoui Annals of Statistics, 2022, 50 (2), pp.858-879. ⟨10.1214/21-AOS2129⟩ Article dans une revue hal-02020084v4
Functional outlier detection by means of h-mode depth and dynamic time warping Alvaro Rollon de Pinedo,Mathieu Couplet,Bertrand Iooss,Nathalie Marie,Amandine Marrelet al. Applied Sciences, 2021, 11 (23), pp.11475. ⟨10.3390/app112311475⟩ Article dans une revue hal-02965504v2
Statistical developments for target and conditional sensitivity analysis: application on safety studies for nuclear reactor Amandine Marrel,Vincent Chabridon Reliability Engineering and System Safety, 2021, 214, pp.107711. ⟨10.1016/j.ress.2021.107711⟩ Article dans une revue hal-02541142v2
Gaussian process regression with linear inequality constraints Sébastien da Veiga,Amandine Marrel Reliability Engineering and System Safety, 2020, 195 Article dans une revue hal-01515468v1
Analysis of the Total Instantaneous Blockage accident consequences in the innovative inherently-safe CADOR SFR core Thibaut Rahm,Jean-Baptiste Droin,Nathalie Marie,Frédéric Bertrand,Amandine Marrel Nuclear Engineering and Design, 2019, 348, pp.78-89. ⟨10.1016/j.nucengdes.2019.04.019⟩ Article dans une revue cea-02510329v1
Advanced methodology for uncertainty propagation in computer experiments with large number of inputs Bertrand Iooss,Amandine Marrel Nuclear Technology, 2019, 205, pp.1588-1606. ⟨10.1080/00295450.2019.1573617⟩ Article dans une revue hal-01907198v2
Advanced validation methodology for SFR simulation tools N. Marie,A. Marrel,K. Herbreteau,Jm. Seiler,F. Bertrand Nuclear Engineering and Design, 2019 Article dans une revue cea-02340025v1
Loss of off-site power transient analysis for a sodium-cooled fast reactor equipped with a gas power conversion system and preliminary optimisation of its operation A. Grange,A. Marrel,J.B. B. Droin,F. Bertrand,Olivier Boutinet al. Nuclear Engineering and Design, 2018, 355, pp.110315. ⟨10.1016/j.nucengdes.2019.110315⟩ Article dans une revue cea-02339878v1
Sensitivity analysis with dependence and variance-based measures for spatio-temporal numerical simulators Matthias de Lozzo,Amandine Marrel Stochastic Environmental Research and Risk Assessment, 2017, 31, pp.1437-1453 Article dans une revue hal-01253686v1
Uncertainty quantification for functional dependent random variables Simon Nanty,Céline Helbert,Amandine Marrel,Nadia Pérot,Clémentine Prieur Computational Statistics, 2017, 32 (2), pp.559-583. ⟨10.1007/s00180-016-0676-0⟩ Article dans une revue hal-01075840v2
Estimation of the derivative-based global sensitivity measures using a Gaussian process metamodel Matthias De Lozzo,Amandine Marrel SIAM/ASA Journal on Uncertainty Quantification, 2016, 4 (1), pp.708-738. ⟨10.1137/15M1013377⟩ Article dans une revue hal-01164215v2
A physical tool for severe accident mitigation studies N. Marie,A. Bachrata,J.M. Seiler,F. Barjot,A. Marrelet al. Nuclear Engineering and Design, 2016, 309, pp.224-235. ⟨10.1016/j.nucengdes.2016.08.042⟩ Article dans une revue cea-02389458v1
A physical tool for severe accident mitigation studies N. Marie,A. Bachrata,J.M. Seiler,F. Barjot,A. Marrelet al. Nuclear Engineering and Design, 2016, 309, pp.224-235. ⟨10.1016/j.nucengdes.2016.08.042⟩ Article dans une revue hal-03749439v1
Physico-statistical approach to assess the core damage variability due to a total instantaneous blockage of SFR fuel sub-assembly Nathalie Marie,A. Marrel,J.M. Seiler,Frédéric Bertrand Nuclear Engineering and Design, 2016, 297, pp.343-353. ⟨10.1016/j.nucengdes.2015.07.012⟩ Article dans une revue hal-03756976v1
New improvements in the use of dependence measures for sensitivity analysis and screening Matthias de Lozzo,Amandine Marrel Journal of Statistical Computation and Simulation, 2016, 86 (15), pp.3038-3058 Article dans une revue hal-01090475v2
Sampling, metamodelling and sensitivity analysis of numerical simulators with functional stochastic inputs Simon Nanty,Céline Helbert,Amandine Marrel,Nadia Pérot,Clémentine Prieur SIAM/ASA Journal on Uncertainty Quantification, 2016, 4 (1), pp.636-659. ⟨10.1137/15M1033319⟩ Article dans une revue hal-01187162v1
Development of a surrogate model and sensitivity analysis for spatio-temporal numerical simulators Amandine Marrel,Nadia Perot,Clémentine Mottet Stochastic Environmental Research and Risk Assessment, 2015, 29 (3), pp.959-974. ⟨10.1007/s00477-014-0927-y⟩ Article dans une revue cea-03190144v1
Global sensitivity analysis of stochastic computer models with joint metamodels Amandine Marrel,Bertrand Iooss,Sébastien da Veiga,Mathieu Ribatet Statistics and Computing, 2012, 22, pp.833-847. ⟨10.1007/s11222-011-9274-8⟩ Article dans une revue hal-00525489v2
Prediction under Uncertainty on a Mature Field Mathieu Feraille,Amandine Marrel Oil & Gas Science and Technology - Revue d'IFP Energies nouvelles, 2012, 67 (2), pp.193-206. ⟨10.2516/ogst/2011172⟩ Article dans une revue hal-00735123v1
Global sensitivity analysis for models with spatially dependent outputs Amandine Marrel,Bertrand Iooss,Michel Jullien,Béatrice Laurent,Elena Volkova Environmetrics, 2011, 22, pp.383-397 Article dans une revue hal-00430171v4
Numerical studies of the metamodel fitting and validation processes Bertrand Iooss,Loïc Boussouf,Vincent Feuillard,Amandine Marrel International Journal On Advances in Systems and Measurements, 2010, 3, pp.11-21 Article dans une revue hal-00444666v2
Global sensitivity analysis of stochastic computer models with generalized additive models Amandine Marrel,Bertrand Iooss,Sébastien da Veiga,Mathieu Ribatet Statistics and Computing, 2009, 22 (3), pp.833-847. ⟨10.1007/s11222-011-9274-8⟩ Article dans une revue cea-02355755v1
Calculations of Sobol indices for the Gaussian process metamodel Amandine Marrel,Bertrand Iooss,Béatrice Laurent,Olivier Roustant Reliability Engineering and System Safety, 2009, 94, pp.742-751. ⟨10.1016/j.ress.2008.07.008⟩ Article dans une revue hal-00239494v1
An efficient methodology for modeling complex computer codes with Gaussian processes Amandine Marrel,Bertrand Iooss,Francois van Dorpe,Elena Volkova Computational Statistics and Data Analysis, 2008, 52, pp.4731-4744. ⟨10.1016/j.csda.2008.03.026⟩ Article dans une revue hal-00239492v2

Communication dans un congrès (16)

Data-driven dimensional analysis applied to single-phase natural circulation Camille Razaire,Amandine Marrel,Bertrand Iooss,Jérome Cardolaccia,Sébastien Renaudière de Vaux 26e Congrès Français de Mécanique, Laboratoire d'Etude des Microstructures et de Mécanique des Matériaux (LEM3 - UMR CNRS 7239), Aug 2025, Metz, France Communication dans un congrès hal-05312943v1
Hidden But Essential Recipes for Successful Gaussian Process Metamodeling to Support Uncertainty Quantification in Numerical Simulation Amandine Marrel,Bertrand Iooss SIAM Conference on Uncertainty Quantification (UQ24), Feb 2024, Trieste, Italy Communication dans un congrès cea-04506392v1
Gaussian process regression: new hyperparameter estimation algorithm for more reliable prediction Bertrand Iooss,Amandine Marrel SIAM Conference on Uncertainty Quantification (UQ24), Feb 2024, Trieste, Italy Communication dans un congrès cea-04506405v1
New estimation algorithm for more reliable prediction in Gaussian process regression: application to an aquatic ecosystem model Amandine Marrel,Bertrand Iooss Enbis 23 - The 23th annual conference of the European Network for Business and Industrial Statistics, ENBIS, Sep 2023, Valence, Spain Communication dans un congrès cea-04216148v1
The ICSCREAM methodology: identification of penalizing configurations in computer experiments using screening and metamodel applications in thermal-hydraulics Amandine Marrel,Bertrand Iooss,Vincent Chabridon UQ22 - SIAM Conference on Uncertainty Quantification, SIAM, Apr 2022, Atlanta, United States Communication dans un congrès cea-03700747v1
Test d'indépendance basé sur les indices HSIC-ANOVA d'ordre total Gabriel Sarazin,Amandine Marrel,Sébastien da Veiga,Vincent Chabridon 53èmes Journées de Statistique de la SFdS, Société Française de Statistique (SFdS); Université Claude Bernard Lyon 1, Jun 2022, Lyon, France Communication dans un congrès cea-03701170v1
Bayesian kriging : a comparison with validation criteria to ordinary kriging for radiological characterisation Martin Wieskotten,Marielle Crozet,Bertrand Iooss,Céline Lacaux,Amandine Marrel geoENV2022 - The 14th International Conference on Geostatistics for Environmental Applications, University of Parma; geoENVia, Jun 2022, Parme, Italy. pp.56-62 Communication dans un congrès cea-04743399v1
What is hidden behind the Sobolev kernels involved in the HSIC-ANOVA decomposition? Gabriel Sarazin,Amandine Marrel,Sébastien da Veiga,Vincent Chabridon 2022 SAMO Conference - 10th International Conference on Sensitivity Analysis of Model Output, Florida State University, Mar 2022, Tallahassee, United States Communication dans un congrès cea-03701074v1
Optimization of a sodium-cooled fast reactor operation with a gas power conversion system during a loss of off-site power A. Grange,F. Bertrand,Olivier Boutin,J.B. Droin,J.H. Ferrasseet al. ICAPP 2019 – International Congress on Advances in Nuclear Power Plants, May 2019, Juan-Les-Pins, France Communication dans un congrès hal-02411095v1
Aggregated tests of independence based on HSIC measures Anouar Meynaoui,Mélisande Albert,Béatrice Laurent,Amandine Marrel EMS 2019 - European Meeting of Statisticians, Bernoulli Society, Jul 2019, Palerme, Italy Communication dans un congrès cea-02617133v1
Advanced methodology for uncertainty propagation in computer experiments with large number of inputs B. Iooss,A. Marrel ANS Best Estimate Plus Uncertainty International Conference (BEPU 2018), May 2018, Lucca, Italy Communication dans un congrès cea-02339307v1
Propagation of epistemic uncertainties using dempster-shafer theory in bepu evaluation M. Marques,H. Ynuhui,A. Marrel ANS Best Estimate Plus Uncertainty International Conference (BEPU 2018), May 2018, Lucca, Italy Communication dans un congrès hal-02415473v1
Multi-objective optimization of the thermal-hydraulic behavior for a sodium fast reactor with a gas power conversion system Avent Grange,Frédéric Bertrand,Jean-Baptiste Droin,Amandine Marrel,Olivier Boutinet al. ICNTHS 2018, Oct 2018, Paris, France Communication dans un congrès hal-02116842v1
méthodologie basée sur les mesures de dépendance HSIC pour l'analyse de sensibilité de second niveau A. Meynaoui,A. Marrel,B. Laurent-Bonneau 50èmes Journées de Statistique (JdS2018), May 2018, Palaiseau, France Communication dans un congrès cea-02339273v1
An efficient methodology for the analysis and modeling of computer experiments with large number of inputs Bertrand Iooss,Amandine Marrel UNCECOMP 2017 2nd ECCOMAS Thematic Conference onUncertainty Quantification in Computational Sciences and Engineering, Jun 2017, Rhodes Island, Greece. pp.187-197, ⟨10.7712/120217.5362.16891⟩ Communication dans un congrès hal-01511505v1
Estimation des mesures de sensibilité globale basées sur les dérivées via un méta-modèle par processus gaussien M. de Lozzo,A. Marrel 47emes Journées de Statistique de la SFdS, Jun 2015, Lille, France Communication dans un congrès cea-02489510v1

Autre publication scientifique (2)

Target and conditional sensitivity analysis with emphasis on dependence measures H. Raguet,A. Marrel 2018, ⟨10.48550/arXiv.1801.10047⟩ Autre publication scientifique cea-02339856v1
Global sensitivity analysis of stochastic computer models with joint metamodels Bertrand Iooss,Mathieu Ribatet,Amandine Marrel 2009 Autre publication scientifique hal-00232805v3

Pré-publication, Document de travail (8)

Data-driven discovery of dimensionless numbers and governing laws: A scaling technique for nuclear test facility design Camille Razaire,Amandine Marrel,Bertrand Iooss,Sébastien Renaudière de Vaux,Jérome Cardolaccia 2026 Pré-publication, Document de travail cea-05528135v2
Bayesian neural networks for metamodeling numerical simulators: toward reliable predictive uncertainty Oumar Balde,Amandine Marrel 2026 Pré-publication, Document de travail cea-05539515v1
Kernel-based parameter screening for conditional Bayesian calibration of chained numerical models: application to fuel performance simulation of pressurized water reactors Oumar Baldé,Gabriel Sarazin,Amandine Marrel,Guillaume Damblin,Antoine Bouloré 2025 Pré-publication, Document de travail cea-05264882v1
New insights into the feature maps of Sobolev kernels: application in global sensitivity analysis Gabriel Sarazin,Amandine Marrel,Sebastien da Veiga,Vincent Chabridon 2023 Pré-publication, Document de travail cea-04320711v1
New statistical methodology for second level global sensitivity analysis Anouar Meynaoui,Amandine Marrel,Béatrice Laurent 2023 Pré-publication, Document de travail hal-02019412v2
More powerful HSIC-based independence tests, extension to space-filling designs and functional data Mohamed Reda El Amri,Amandine Marrel 2021 Pré-publication, Document de travail cea-03406956v1
Optimized HSIC-based tests for sensitivity analysis: application to thermal-hydraulic simulation of accidental scenario on nuclear reactor Reda El Amri,Amandine Marrel 2021 Pré-publication, Document de travail cea-03193912v1
Tools for global and target sensitivity analyses in the context of high-dimensional thermal-hydraulic numerical experiments Vincent Chabridon,A. Marrel,B. Iooss 2020 Pré-publication, Document de travail hal-02877385v1

Rapport (3)

Activity report ciroquo research & industry consortium Christophette Blanchet-Scalliet,Céline Helbert,Delphine Sinoquet,Miguel Munoz Munoz Zuniga,Rodolphe Le Richeet al. Ecole Centrale de Lyon; Mines Saint-Etienne; Université Toulouse 3 (Paul Sabatier); Stellantis France; BRGM (Bureau de recherches géologiques et minières); CEA; IFP Energies Nouvelles; Institut de Radioprotection et de Sûreté Nucléaire; Storengy; INRIA; CNRS. 2024, pp.1-11 Rapport (rapport contrat/projet) hal-04661116v1
Chair in applied mathematics OQUAIDO Activity report Olivier Roustant,Rodolphe Le Riche,Josselin Garnier,David Ginsbourger,Yves Devilleet al. [Research Report] Mines Saint-Etienne; Ecole Centrale Lyon; BRGM (Bureau de recherches géologiques et minières); CEA; IFP Energies Nouvelles; Institut de Radioprotection et de Sûreté Nucléaire; Safran Tech; Storengy; CNRS; Université Grenoble - Alpes; Université Nice - Sophia Antipolis; Université Toulouse 3 (Paul Sabatier). 2021 Rapport (rapport de recherche) hal-03217277v2
Target and conditional sensitivity analysis with emphasis on dependence measures Hugo Raguet Raguet,Amandine Marrel [Research Report] CEA, DEN, DER. 2018 Rapport (rapport de recherche) hal-01694129v2