Amandine MARREL

Alvaro Rollon de Pinedo, Mathieu Couplet, Bertrand Iooss, Nathalie Marie, Amandine Marrel, et al.. Functional outlier detection by means of h-mode depth and dynamic time warping. Applied Sciences, MDPI, 2021, 11 (23), pp.11475. ⟨10.3390/app112311475⟩. ⟨hal-02965504v2⟩

Charles Demay, Bertrand Iooss, Loïc Le Gratiet, Amandine Marrel. Model selection for Gaussian Process regression: an application with highlights on the model variance validation. Quality and Reliability Engineering International, Wiley, 2021. ⟨hal-03207216⟩

A. Marrel, Bertrand Iooss, V Chabridon. The ICSCREAM methodology: Identification of penalizing configurations in computer experiments using screening and metamodel -- Applications in thermal-hydraulics. Nuclear Science and Engineering, Academic Press, 2021, ⟨10.1080/00295639.2021.1980362⟩. ⟨hal-02535146v4⟩

Amandine Marrel, Vincent Chabridon. Statistical developments for target and conditional sensitivity analysis: application on safety studies for nuclear reactor. Reliability Engineering and System Safety, Elsevier, 2021, 214, pp.107711. ⟨hal-02541142v2⟩

Sébastien da Veiga, Amandine Marrel. Gaussian process regression with linear inequality constraints. Reliability Engineering and System Safety, Elsevier, 2020, 195. ⟨hal-01515468⟩

Bertrand Iooss, Amandine Marrel. Advanced methodology for uncertainty propagation in computer experiments with large number of inputs. Nuclear Technology, American Nuclear Society, 2019, 205, pp.1588-1606. ⟨hal-01907198v2⟩

Thibaut Rahm, Jean-Baptiste Droin, Nathalie Marie, Frédéric Bertrand, Amandine Marrel. Analysis of the Total Instantaneous Blockage accident consequences in the innovative inherently-safe CADOR SFR core. Nuclear Engineering and Design, Elsevier, 2019, 348, pp.78-89. ⟨10.1016/j.nucengdes.2019.04.019⟩. ⟨cea-02510329⟩

N. Marie, A. Marrel, K. Herbreteau, Jm. Seiler, F. Bertrand. Advanced validation methodology for SFR simulation tools. Nuclear Engineering and Design, Elsevier, 2019. ⟨cea-02340025⟩

A. Grange, A. Marrel, J.B. B. Droin, F. Bertrand, Olivier Boutin, et al.. 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. Nuclear Engineering and Design, Elsevier, 2018, 355, pp.110315. ⟨10.1016/j.nucengdes.2019.110315⟩. ⟨cea-02339878⟩

Simon Nanty, Céline Helbert, Amandine Marrel, Nadia Pérot, Clémentine Prieur. Uncertainty quantification for functional dependent random variables. Computational Statistics, Springer Verlag, 2017, 32 (2), pp.559-583. ⟨10.1007/s00180-016-0676-0⟩. ⟨hal-01075840v2⟩

Matthias de Lozzo, Amandine Marrel. Sensitivity analysis with dependence and variance-based measures for spatio-temporal numerical simulators. Stochastic Environmental Research and Risk Assessment, Springer Verlag (Germany), 2017, 31, pp.1437-1453. ⟨hal-01253686⟩

Simon Nanty, Céline Helbert, Amandine Marrel, Nadia Pérot, Clémentine Prieur. Sampling, metamodelling and sensitivity analysis of numerical simulators with functional stochastic inputs. SIAM/ASA Journal on Uncertainty Quantification, ASA, American Statistical Association, 2016, 4 (1), pp.636-659. ⟨10.1137/15M1033319⟩. ⟨hal-01187162⟩

Matthias de Lozzo, Amandine Marrel. New improvements in the use of dependence measures for sensitivity analysis and screening. Journal of Statistical Computation and Simulation, Taylor & Francis, 2016, 86 (15), pp.3038-3058. ⟨hal-01090475v2⟩

N. Marie, A. Bachrata, J.M. Seiler, F. Barjot, A. Marrel, et al.. A physical tool for severe accident mitigation studies. Nuclear Engineering and Design, Elsevier, 2016, 309, pp.224-235. ⟨10.1016/j.nucengdes.2016.08.042⟩. ⟨cea-02389458⟩

Matthias de Lozzo, Amandine Marrel. Estimation of the derivative-based global sensitivity measures using a Gaussian process metamodel. SIAM/ASA Journal on Uncertainty Quantification, ASA, American Statistical Association, 2016, 4, pp.708-738. ⟨hal-01164215v2⟩

Amandine Marrel, Nadia Perot, Clémentine Mottet. Development of a surrogate model and sensitivity analysis for spatio-temporal numerical simulators. Stochastic Environmental Research and Risk Assessment, Springer Verlag (Germany), 2015, 29 (3), pp.959-974. ⟨10.1007/s00477-014-0927-y⟩. ⟨cea-03190144⟩

Mathieu Feraille, Amandine Marrel. Prediction under Uncertainty on a Mature Field. Oil & Gas Science and Technology - Revue d'IFP Energies nouvelles, Institut Français du Pétrole (IFP), 2012, 67 (2), pp.193-206. ⟨10.2516/ogst/2011172⟩. ⟨hal-00735123⟩

Amandine Marrel, Bertrand Iooss, Sébastien da Veiga, Mathieu Ribatet. Global sensitivity analysis of stochastic computer models with joint metamodels. Statistics and Computing, Springer Verlag (Germany), 2012, 22, pp.833-847. ⟨10.1007/s11222-011-9274-8⟩. ⟨hal-00525489v2⟩

Amandine Marrel, Bertrand Iooss, Michel Jullien, Béatrice Laurent, Elena Volkova. Global sensitivity analysis for models with spatially dependent outputs. Environmetrics, Wiley, 2011, 22, pp.383-397. ⟨hal-00430171v4⟩

Bertrand Iooss, Loïc Boussouf, Vincent Feuillard, Amandine Marrel. Numerical studies of the metamodel fitting and validation processes. International Journal On Advances in Systems and Measurements, IARIA, 2010, 3, pp.11-21. ⟨hal-00444666v2⟩

Amandine Marrel, Bertrand Iooss, Sébastien da Veiga, Mathieu Ribatet. Global sensitivity analysis of stochastic computer models with generalized additive models. Statistics and Computing, Springer Verlag (Germany), 2009, 22 (3), pp.833-847. ⟨10.1007/s11222-011-9274-8⟩. ⟨cea-02355755⟩

Amandine Marrel, Bertrand Iooss, Béatrice Laurent, Olivier Roustant. Calculations of Sobol indices for the Gaussian process metamodel. Reliability Engineering and System Safety, Elsevier, 2009, 94, pp.742-751. ⟨10.1016/j.ress.2008.07.008⟩. ⟨hal-00239494⟩

Amandine Marrel, Bertrand Iooss, Francois van Dorpe, Elena Volkova. An efficient methodology for modeling complex computer codes with Gaussian processes. Computational Statistics and Data Analysis, Elsevier, 2008, 52, pp.4731-4744. ⟨10.1016/j.csda.2008.03.026⟩. ⟨hal-00239492v2⟩

Gabriel Sarazin, Amandine Marrel, Sébastien da Veiga, Vincent Chabridon. What is hidden behind the Sobolev kernels involved in the HSIC-ANOVA decomposition?. 2022 SAMO Conference - 10th International Conference on Sensitivity Analysis of Model Output, Florida State University, Mar 2022, Tallahassee, United States. ⟨cea-03701074⟩

Gabriel Sarazin, Amandine Marrel, Sébastien da Veiga, Vincent Chabridon. Test d'indépendance basé sur les indices HSIC-ANOVA d'ordre total. 53èmes Journées de Statistique de la SFdS, Société Française de Statistique (SFdS); Université Claude Bernard Lyon 1, Jun 2022, Lyon, France. ⟨cea-03701170⟩

Amandine Marrel, Bertrand Iooss, Vincent Chabridon. The ICSCREAM methodology: identification of penalizing configurations in computer experiments using screening and metamodel applications in thermal-hydraulics. UQ22 - SIAM Conference on Uncertainty Quantification, SIAM, Apr 2022, Atlanta, United States. ⟨cea-03700747⟩

Anouar Meynaoui, Mélisande Albert, Béatrice Laurent, Amandine Marrel. Aggregated tests of independence based on HSIC measures. EMS 2019 - European Meeting of Statisticians, Bernoulli Society, Jul 2019, Palerme, Italy. ⟨cea-02617133⟩

A. Grange, F. Bertrand, Olivier Boutin, J.B. Droin, J.H. Ferrasse, et al.. Optimization of a sodium-cooled fast reactor operation with a gas power conversion system during a loss of off-site power. ICAPP 2019 – International Congress on Advances in Nuclear Power Plants, May 2019, Juan-Les-Pins, France. ⟨hal-02411095⟩

Avent Grange, Frédéric Bertrand, Jean-Baptiste Droin, Amandine Marrel, Olivier Boutin, et al.. Multi-objective optimization of the thermal-hydraulic behavior for a sodium fast reactor with a gas power conversion system. ICNTHS 2018, Oct 2018, Paris, France. ⟨hal-02116842⟩

A. Marrel, Bertrand Iooss. Advanced methodology for uncertainty propagation in computer experiments with large number of inputs application to accidental scenario in a Pressurized water Reactor. European Safety and Reliability Conference (ESREL - 2018), Jun 2018, Trondheim, Norway. ⟨hal-02415316⟩

A. Meynaoui, A. Marrel, B. Laurent-Bonneau. méthodologie basée sur les mesures de dépendance HSIC pour l'analyse de sensibilité de second niveau. 50èmes Journées de Statistique (JdS2018), May 2018, Palaiseau, France. ⟨cea-02339273⟩

M. Marques, H. ynuhui, A. Marrel. Propagation of epistemic uncertainties using dempster-shafer theory in bepu evaluation. ANS Best Estimate Plus Uncertainty International Conference (BEPU 2018), May 2018, Lucca, Italy. ⟨hal-02415473⟩

B. Iooss, A. Marrel. Advanced methodology for uncertainty propagation in computer experiments with large number of inputs. ANS Best Estimate Plus Uncertainty International Conference (BEPU 2018), May 2018, Lucca, Italy. ⟨cea-02339307⟩

Bertrand Iooss, Amandine Marrel. An efficient methodology for the analysis and modeling of computer experiments with large number of inputs. 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⟩. ⟨hal-01511505⟩

M. de Lozzo, A. Marrel. Estimation des mesures de sensibilité globale basées sur les dérivées via un méta-modèle par processus gaussien. 47emes Journées de Statistique de la SFdS, Jun 2015, Lille, France. ⟨cea-02489510⟩

H. Raguet, A. Marrel. Target and conditional sensitivity analysis with emphasis on dependence measures. 2018, ⟨10.48550/arXiv.1801.10047⟩. ⟨cea-02339856⟩

Bertrand Iooss, Mathieu Ribatet, Amandine Marrel. Global sensitivity analysis of stochastic computer models with joint metamodels. 2009. ⟨hal-00232805v3⟩

Mohamed Reda El Amri, Amandine Marrel. More powerful HSIC-based independence tests, extension to space-filling designs and functional data. 2021. ⟨cea-03406956⟩

Reda El Amri, Amandine Marrel. Optimized HSIC-based tests for sensitivity analysis: application to thermal-hydraulic simulation of accidental scenario on nuclear reactor. 2021. ⟨cea-03193912⟩

Mélisande Albert, Béatrice Laurent, Amandine Marrel, Anouar Meynaoui. Adaptive test of independence based on HSIC measures. 2021. ⟨hal-02020084v4⟩

Vincent Chabridon, A. Marrel, B. Iooss. Tools for global and target sensitivity analyses in the context of high-dimensional thermal-hydraulic numerical experiments. 2020. ⟨hal-02877385⟩

Anouar Meynaoui, Amandine Marrel, Béatrice Laurent. New statistical methodology for second level global sensitivity analysis. 2019. ⟨hal-02019412⟩

Olivier Roustant, Rodolphe Le Riche, Josselin Garnier, David Ginsbourger, yves Deville, et al.. Chair in applied mathematics OQUAIDO Activity report. [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. ⟨hal-03217277v2⟩

Hugo Raguet Raguet, Amandine Marrel. Target and conditional sensitivity analysis with emphasis on dependence measures. [Research Report] CEA, DEN, DER. 2018. ⟨hal-01694129v2⟩