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Publications de : Rodolphe Le Riche



268 documents

Articles dans une revue

  • Reda El Amri, Rodolphe Le Riche, Céline Helbert, Christophette Blanchet-Scalliet, Sébastien da Veiga. A sampling criterion for constrained Bayesian optimization with uncertainties. SMAI Journal of Computational Mathematics, 2023, 9, pp.285-309. ⟨10.5802/smai-jcm.102⟩. ⟨emse-03167452v2⟩
  • Julien Pelamatti, Rodolphe Le Riche, Céline Helbert, Christophette Blanchet-Scalliet. Coupling and selecting constraints in Bayesian optimization under uncertainties. Optimization and Engineering, 2023, ⟨10.1007/s11081-023-09807-x⟩. ⟨emse-03657028⟩
  • Clément Laboulfie, Mathieu Balesdent, Loïc Brevault, François-Xavier Irisarri, Jean-François Maire, et al.. Sequential calibration of material constitutive model using mixed-effects calibration. Mechanics & Industry, 2023, 24, pp.32. ⟨10.1051/meca/2023027⟩. ⟨hal-04231804⟩
  • Charlie Sire, Rodolphe Le Riche, Didier Rullière, Jérémy Rohmer, Lucie Pheulpin, et al.. Quantizing rare random maps: application to flooding visualization. Journal of Computational and Graphical Statistics, 2023, 32 (4), pp.1556-1571. ⟨10.1080/10618600.2023.2203764⟩. ⟨hal-03752365⟩
  • Jhouben Cuesta Ramirez, Rodolphe Le Riche, Olivier Roustant, Guillaume Perrin, Cédric Durantin, et al.. A comparison of mixed-variables Bayesian optimization approaches. Advanced Modeling and Simulation in Engineering Sciences, 2022, Efficient strategies for surrogate-based optimization including multifidelity and reduced-order models, 9 (1), pp.1-29. ⟨10.1186/s40323-022-00218-8⟩. ⟨hal-04532796⟩
  • Youssef Diouane, Victor Picheny, Rodolphe Le Riche, Alexandre Scotto Di Perrotolo. TREGO: a Trust-Region Framework for Efficient Global Optimization. Journal of Global Optimization, 2022, ⟨10.1007/s10898-022-01245-w⟩. ⟨hal-03450072v2⟩
  • Rodolphe Le Riche, Victor Picheny. Revisiting Bayesian Optimization in the light of the COCO benchmark. Structural and Multidisciplinary Optimization, 2021, ⟨10.1007/s00158-021-02977-1⟩. ⟨hal-03188590⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoit Enaux, Vincent Herbert. Modeling and Optimization with Gaussian Processes in Reduced Eigenbases. Structural and Multidisciplinary Optimization, 2020, 61, pp.2343-2361. ⟨10.1007/s00158-019-02458-6⟩. ⟨emse-02390627⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoit Enaux, Vincent Herbert. Targeting Solutions in Bayesian Multi-Objective Optimization: Sequential and Batch Versions. Annals of Mathematics and Artificial Intelligence, 2019, pp 1-26. ⟨10.1007/s10472-019-09644-8⟩. ⟨emse-01957614⟩
  • Adrien Spagnol, Rodolphe Le Riche, Sébastien da Veiga. Global sensitivity analysis for optimization with variable selection. SIAM/ASA Journal on Uncertainty Quantification, 2019, 7 (2), pp.417-443. ⟨10.1137/18M1167978⟩. ⟨emse-01957544⟩
  • Luc Laurent, Rodolphe Le Riche, Bruno Soulier, Pierre-Alain Boucard. An overview of gradient-enhanced metamodels with applications. Archives of Computational Methods in Engineering, 2019, 26 (1), pp.61-106. ⟨10.1007/s11831-017-9226-3⟩. ⟨emse-01525674v3⟩
  • Hossein Mohammadi, Rodolphe Le Riche, Xavier Bay, Eric Touboul. An analysis of covariance parameters in Gaussian Process-based optimization. Croatian Operational Research Review (CRORR), 2018, 9 (1), pp.1-10. ⟨10.17535/crorr.2018.0001⟩. ⟨emse-01412156⟩
  • Nathaniel B. Price, Nam-Ho Kim, Raphael T. Haftka, Mathieu Balesdent, Sébastien Defoort, et al.. Deciding Degree of Conservativeness in Initial Design Considering Risk of Future Redesign. Journal of Mechanical Design, 2016, Special Issue on Simulation-based Design under Uncertainty, 138 (11), 13p. ⟨10.1115/1.4034347⟩. ⟨emse-01351036⟩
  • Loïc Brevault, Mathieu Balesdent, Nicolas Bérend, Rodolphe Le Riche. Decoupled MDO formulation for interdisciplinary coupling satisfaction under uncertainty. AIAA Journal, 2015, 54 (1), pp.186 - 205. ⟨10.2514/1.J054121⟩. ⟨emse-01185241⟩
  • François-Xavier Irisarri, Alexis Lasseigne, François -Henri Leroy, Rodolphe Le Riche. Optimal design of laminated composite structures with ply drops using stacking sequence tables. Composite Structures, 2014, Volume 107, pp.Pages 559-569. ⟨10.1016/j.compstruct.2013.08.030⟩. ⟨emse-00867557⟩
  • Alexandre Franquet, Stéphane Avril, Rodolphe Le Riche, Pierre Badel, Fabien Schneider, et al.. A new method for the in vivo identification of mechanical properties in arteries from cine MRI images: theoretical framework and validation.. IEEE Transactions on Medical Imaging, 2013, 32 (8), pp.1448 - 1461. ⟨10.1109/TMI.2013.2257828⟩. ⟨hal-00805124⟩
  • Alexandre Franquet, Stéphane Avril, Rodolphe Le Riche, Pierre Badel, Fabien Schneider, et al.. Identification of the in vivo elastic properties of common carotid arteries from MRI: a study on subjects with and without atherosclerosis.. Journal of the Mechanical Behavior of Biological Materials, 2013, 27 (11), pp.184-203. ⟨10.1016/j.jmbbm.2013.03.016⟩. ⟨hal-00805128⟩
  • Christian Gogu, W. Yin, Raphael T. Haftka, Peter G. Ifju, Jérôme Molimard, et al.. Bayesian Identification of Elastic Constants in Multi-Directional Laminate from Moiré Interferometry Displacement Fields. Experimental Mechanics, 2013, 53 (4), pp.629-635. ⟨10.1007/s11340-012-9671-8⟩. ⟨emse-00728776⟩
  • Janis Janusevskis, Rodolphe Le Riche, David Ginsbourger, Ramunas Girdziusas. Expected Improvements for the Asynchronous Parallel Global Optimization of Expensive Functions : Potentials and Challenges. Lecture Notes in Computer Science, 2012, Learning and Intelligent Optimization, pp. 413-418. ⟨10.1007/978-3-642-34413-8_37⟩. ⟨emse-00686504⟩
  • Janis Janusevskis, Rodolphe Le Riche. Simultaneous kriging-based estimation and optimization of mean response. Journal of Global Optimization, 2012, pp.Pages 1 - 24. ⟨10.1007/s10898-011-9836-5⟩. ⟨emse-00674460⟩
  • Alexandre Franquet, Stéphane Avril, Pierre Badel, Rodolphe Le Riche. Identification of Heterogeneous Elastic Properties in Stenosed Arteries: a Numerical Plane Strain Study. Computer Methods in Biomechanics and Biomedical Engineering, 2012, 15 (12), pp.49-58. ⟨10.1080/10255842.2010.547192⟩. ⟨hal-00632399⟩
  • Rodolphe Le Riche, Raphael T. Haftka. On global optimization articles in SMO. Structural and Multidisciplinary Optimization, 2012, Volume 46 (Issue 5), pp. 627-629. ⟨10.1007/s00158-012-0785-5⟩. ⟨emse-00680805⟩
  • M.A. Luersen, Rodolphe Le Riche. Adapting ply drop positions for compensating fabric changes - Application to swimming monofins. Finite Elements in Analysis & Design, 2010, 46, pp.930-935. ⟨10.1016/j.finel.2010.06.007⟩. ⟨hal-00507090⟩
  • Christian Gogu, R.T Haftka, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin. Introduction to the Bayesian Approach Applied to Elastic Constants Identification. AIAA Journal, 2010, 48 (5), pp.893-903. ⟨10.2514/1.40922⟩. ⟨emse-00495345⟩
  • Christian Gogu, Raphael T. Haftka, Rodolphe Le Riche, Jérôme Molimard. Effect of Approximation Fidelity on Vibration Based Elastic Constants Identification. Structural and Multidisciplinary Optimization, 2010, Volume 42 (Number 2), p 293-304. ⟨10.1007/s00158-010-0493-y⟩. ⟨hal-00495325⟩
  • G. Silva, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin. Exact and Efficient Interpolation using Finite Elements Shape Functions. Revue Européenne de Mécanique Numérique/European Journal of Computational Mechanics, 2009, VOL 18/3-4, pp.307-331. ⟨10.3166/ejcm.18.307-331⟩. ⟨hal-00294010⟩
  • Christian Gogu, Raphael T. Haftka, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin, et al.. Comparison between the basic least squares and the bayesian approach for elastic constants identification. Journal of Physics: Conference Series, 2008, Vol 135 (N° 1), 8 p. ⟨10.1088/1742-6596/135/1/012045⟩. ⟨hal-00409731⟩
  • A. Rakotomamonjy, Rodolphe Le Riche, David Gualandris, Zaid Harchaoui. A comparison of statistical learning approaches for engine torque estimation. Control Engineering Practice, 2008, 16, pp.43-55. ⟨10.1016/j.conengprac.2007.03.009⟩. ⟨hal-00439467⟩
  • G. Silva, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin, Christophe Galerne. Identification of Material Properties using FEMU: Application to the Open Hole Tensile Test. Applied Mechanics and Materials, 2007, 7-8, pp.73-78. ⟨10.4028/www.scientific.net/AMM.7-8.73⟩. ⟨hal-00294002⟩
  • M.A. Luersen, Rodolphe Le Riche, Didier Lemosse, Olivier Le Maitre. A computationally efficient approach to swimming monofin optimization. Structural and Multidisciplinary Optimization, 2006, 31 (6), pp.488-496 (9). ⟨10.1007/s00158-006-0001-6⟩. ⟨hal-00293057⟩
  • Laurent Grosset, Rodolphe Le Riche, Raphael T. Haftka. A double-distribution statistical algorithm for composite laminate optimization. Structural and Multidisciplinary Optimization, 2006, 31 (1), pp.49-59. ⟨10.1007/s00158-005-0551-z⟩. ⟨hal-00407639⟩
  • Jérôme Molimard, Rodolphe Le Riche, Alain Vautrin, J. R. Lee. Identification of the Four Orthotropic Plate Stiffnesses Using a Single Open-hole Tensile Test. Experimental Mechanics, 2005, 45 (5), pp.404-411. ⟨10.1007/BF02427987⟩. ⟨hal-00409735⟩
  • Marco A. Luersen, Rodolphe Le Riche. Globalized Nelder-Mead method for engineering optimization. Computers & Structures, 2004, Volume 82 (Issues 23-26), pp.Pages 2251-2260. ⟨10.1016/j.compstruc.2004.03.072⟩. ⟨emse-00687069⟩
  • M.A. Luersen, Rodolphe Le Riche, F. Guyon. A constrained, globalized, and bounded Nelder-Mead method for engineering optimization. Structural and Multidisciplinary Optimization, 2004, Volume 27 (Issue 1), p 43 - 54. ⟨10.1007/s00158-003-0320-9⟩. ⟨emse-00686916⟩
  • Jérôme Molimard, Rodolphe Le Riche. Identification de piézoviscosité en lubrification. Mechanics & Industry, 2003, 4 (6), pp.645-653. ⟨10.1016/j.mecind.2003.09.006⟩. ⟨emse-00686912⟩
  • Rodolphe Le Riche, Abdelghani Saouab, Joël Bréard. Coupled compression RTM and composite layup optimization. Composites Science and Technology, 2003, Volume 63 (Issue 15), pp.Pages 2277-2287. ⟨10.1016/S0266-3538(03)00195-7⟩. ⟨emse-00686920⟩
  • Rodolphe Le Riche, J. Gaudin, Jacques Besson. An object-oriented simulation-optimization interface. Computers & Structures, 2003, 81 (17), pp.1689-1701. ⟨10.1016/S0045-7949(03)00186-X⟩. ⟨emse-00686928⟩
  • Abdelghani Saouab, Rodolphe Le Riche, Joël Bréard. Couplage procédé-propriétés : étude d'une plaque composite. Revue des composites et des matériaux avancés = Journal of Composite and Advanced Materials, 2002, VOL 12/3, pp.515-529. ⟨10.3166/rcma.12.515-529⟩. ⟨emse-00686944⟩
  • Alain Rakotomamonjy, Rodolphe Le Riche, David Gualandris, Stephane Canu. Comparaisons de stratégies de discrimination de masses de véhicules automobiles. Revue des Sciences et Technologies de l'Information - Série RIA : Revue d'Intelligence Artificielle, 2002, VOL 16/6, pp.753-784. ⟨10.3166/ria.16.753-784⟩. ⟨emse-00686936⟩
  • Rodolphe Le Riche, David Gualandris, Jean Jacques Thomas, F. Hemez. Neural Identification of Nonlinear Dynamic Structures. Journal of Sound and Vibration, 2001, Volume 248 (Issue 2), pp.Pages 247-265. ⟨10.1006/jsvi.2001.3737⟩. ⟨emse-00686953⟩
  • Rodolphe Le Riche, Jocelyn Gaudin. Design of dimensionally stable composites by evolutionary optimization. Composite Structures, 1998, Volume 41 (Issue 2), pp.Pages 97-111. ⟨10.1016/S0263-8223(98)00009-9⟩. ⟨emse-00759406⟩
  • Rodolphe Le Riche, Georges Cailletaud. A mixed evolutionary/heuristic approach to shape optimization. International Journal for Numerical Methods in Engineering, 1998, 41 (8), pp.1463-1484. <a target="_blank" href="https://dx.doi.org/10.1002/(SICI)1097-0207(19980430)41:83.0.CO;2-O">⟨10.1002/(SICI)1097-0207(19980430)41:83.0.CO;2-O⟩. ⟨emse-00759353⟩
  • Jacques Besson, Rodolphe Le Riche, Ronald Foerch, Georges Cailletaud. Oriented Programming applied to the Finite Element Method - Part II : Application to Material Behavior. Revue Européenne des Éléments Finis, 1998, 7 (5), pp.567-588. ⟨emse-00759423⟩

Communications dans un congrès

  • Guillaume Perrin, Rodolphe Le Riche. Bayesian optimization with derivatives acceleration. Workshop on Bayesian optimization & related topics, Réseau Thématique Uncertainty Quantification (RT UQ), Jun 2024, Paris, France. ⟨hal-04618004⟩
  • Babacar Sow, Rodolphe Le Riche, Julien Pelamatti, Merlin Keller, Sanaa Zannane. Optimization of functions defined over sets of points in polygons with evolutionary algorithms based on Wasserstein barycenters. FGS Conference on Optimization 2024 : French German Spanish conference on optimization, Jun 2024, Gijon, Spain. ⟨emse-04645882⟩
  • Sami Ben Elhaj Salah, Rodolphe Le Riche, Julien Bruchon, Nicolas Moulin. Génération de champs aléatoires de perméabilité pour les composites par méthodes à noyaux. 16ème Colloque National en Calcul de Structures, CNRS, CSMA, ENS Paris-Saclay, CentraleSupélec, May 2024, Giens, France. ⟨hal-04610944⟩
  • Charlie Sire, Rodolphe Le Riche, Didier Rullière, Jérémy Rohmer, Lucie Pheulpin, et al.. Augmented Quantization: a General Approach to Mixture Models. UQ 2024 - SIAM Conference on Uncertainty Quantification, Society for Industrial and Applied Mathematics, Feb 2024, Trieste, Italy. ⟨hal-04527349⟩
  • David Gaudrie, Rodolphe Le Riche, Tanguy Appriou. An Empirical Case of Gaussian Processes Learning in High Dimension: the Likelihood versus Leave-One-Out Rivalry. SIAM Conference on Uncertainty Quantification (UQ24), Feb 2024, Trieste, Italy. ⟨hal-04484082⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny. Modeling and Optimization with Gaussian Processes in Reduced Eigenbases. Machine Learning, Optimization and Manifolds (MLOMA), Dec 2023, Clermont-Ferrand, France. ⟨hal-04350887⟩
  • Babacar Sow, Rodolphe Le Riche, Julien Pelamatti, Merlin Keller, Sanaa Zannane. Wasserstein Barycenter-based Evolutionary Algorithm for the optimization of sets of points. PGMO DAYS 2023, Nov 2023, Paris-Saclay, France. ⟨emse-04344769⟩
  • Victor Charpenay, Rodolphe Le Riche. How Many Dimensions for your Latent Model? A Cross-Domain Perspective. Data&IA@IMT webinar, Sep 2023, Saint-Etienne, France. ⟨hal-04219130⟩
  • Mohamed Gharafi, Nikolaus Hansen, Dimo Brockhoff, Rodolphe Le Riche. Multiobjective optimization with a quadratic surrogate-assisted CMA-ES. GECCO 2023 - Genetic and Evolutionary Computation Conference, GECCO, Jul 2023, Lisbon, Portugal. ⟨10.1145/3583131.3590492⟩. ⟨hal-04078483⟩
  • Babacar Sow, Rodolphe Le Riche, Julien Pelamatti, Sanaa Zannane, Merlin Keller. LEARNING FUNCTIONS DEFINED OVER SETS OF VECTORS WITH KERNEL METHODS. 5 th ECCOMAS Thematic Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2023), Jun 2023, Athène, Greece. ⟨emse-04043206⟩
  • Didier Rullière, Rodolphe Le Riche. On Gaussian Processes for Spatial Modeling and Optimization. Joint HUST-LIMOS online Workshop on Operations Research, AI and Networks (ORAIN 2023), May 2023, Clermont - Ferrand, France. ⟨hal-04208916⟩
  • Charlie Sire, Rodolphe Le Riche, Didier Rullière, Jérémy Rohmer, Lucie Pheulpin, et al.. Augmented quantization : a general approach to mixture models. MASCOT-NUM2023, UQ@Paris-Saclay, Apr 2023, LE CROISIC, France. ⟨hal-03975978⟩
  • Clément Laboulfie, Mathieu Balesdent, Loïc Brevault, François-Xavier Irisarri, Jean-François Maire, et al.. Sequential calibration of material model using mixed-effects. 25ème Congrès Français de Mécanique, Aug 2022, Nantes, France. ⟨emse-03720034⟩
  • Rodolphe Le Riche. Optimization for quantitative decisions: a versatile multi-tasker or an utopia?. Ecole d'Ete en Intelligence Artificielle (EEIA 2022), fondation Vallet, Jul 2022, Godomey, Benin. ⟨hal-03725318v2⟩
  • Charlie Sire, Rodolphe Le Riche, Didier Rullière, Jérémy Rohmer, Lucie Pheulpin, et al.. Quantization applied to the visualization of low-probability flooding events. The 8th European Congress on Computational Methods in Applied Sciences and Engineering (ECCOMAS 2022), Jun 2022, Oslo, Norway. ⟨emse-03720115⟩
  • Rodolphe Le Riche, David Gaudrie, Victor Picheny, Youssef Diouane, Adrien Spagnol, et al.. Which Gaussian Process for Bayesian Optimization ?. 2022 Optimization Days, GERAD, May 2022, Montreal, Canada. ⟨hal-03679142⟩
  • Rodolphe Le Riche. De l'optimisation à l'IA pour l'identification : un voyage à travers les "small data". Modélisation et simulation numérique des matériaux, Apr 2022, Paris, France. ⟨hal-03652997⟩
  • Julien Pelamatti, Mohamed Reda El Amri, Rodolphe Le Riche, Christophette Blanchet-Scalliet, Céline Helbert. Sampling Criteria for Constrained Bayesian Optimization under Uncertainty. Hybrid Conference: 2022 SIAM Conference on Uncertainty Quantification, Apr 2022, Atlanta, United States. ⟨emse-03657435⟩
  • Charlie Sire, Yann Richet, Lucie Pheulpin, Jérémy Rohmer, Rodolphe Le Riche, et al.. Robust inversion under uncertainty for flooding risk analysis. SIAM Conference on Uncertainty Quantification (UQ22), Society for Industrial and Applied Mathematics, Apr 2022, Atlanta, GA, United States. ⟨hal-04066834⟩
  • Rodolphe Le Riche, David Gaudrie, Jhouben Cuesta-Ramirez, Sami Ben Elhaj Salah, Olivier Roustant, et al.. A discussion of the current and potential uses of Gaussian Processes in mechanics. Journée scientifique de la SF2M: matériau numérique, SF2M, Mar 2022, Paris, France. ⟨hal-03605952⟩
  • Reda El Amri, Julien Pelamatti, Rodolphe Le Riche, Céline Helbert, Christophette Blanchet-Scalliet. Coupling constraints in Bayesian optimization with uncertainties. 4th International Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2021), Jun 2021, Athens, Greece. ⟨emse-03313550⟩
  • Charlie Sire, Yann Richet, Jeremy Rohmer, Rodolphe Le Riche, Didier Rullière, et al.. Robust inversion for risk analysis – application to the failure of defences against floodin. 4th International Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2021), Jun 2021, Athens, Greece. ⟨emse-03313456⟩
  • Clément Laboulfie, Mathieu Balesdent, Loïc Brevault, Sebastien da Veiga, François-Xavier Irisarri, et al.. Calibration of material model using mixed-effects models. 4th International Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2021), Jun 2021, Athens, Greece. ⟨emse-03313289⟩
  • Olivier Roustant, Rodolphe Le Riche. de OQUAIDO à CIROQUO -- bilan de 5 ans de la chaire OQUAIDO en mathématiques appliquées. Journées scientifiques d'automne de la chaire OQUAIDO, Dec 2020, par visioconférence, France. ⟨emse-03090970⟩
  • Jhouben Janyk Cuesta Ramirez, Olivier Roustant, Alain Gliere, Rodolphe Le Riche, Cédric Durantin, et al.. Optimization in presence of categorical variables. Journées scientifiques d'automne de la chaire OQUAIDO, Dec 2020, par visioconférence, France. ⟨emse-03090965⟩
  • Julien Pelamatti, Rodolphe Le Riche, Celine Helbert, Christophette Blanchet-Scalliet. Coupling constraints in Bayesian optimization with uncertainties. Journées scientifiques d'automne de la chaire OQUAIDO, Dec 2020, visioconférence, France. ⟨emse-03090957⟩
  • Rodolphe Le Riche, Adrien Spagnol, David Gaudrie, Sébastien da Veiga, Victor Picheny. Reducing dimension in Bayesian Optimization. LIMOS internal seminar, Jul 2020, Clerrmont-Ferrand, France. ⟨hal-02913882v2⟩
  • Rodolphe Le Riche, Janis Janusevskis, Mohamed Reda El Amri, Celine Helbert, Christophette Blanchet-Scalliet. Optimization under uncertainties by composing sampling and optimization with Bayesian algorithms.  Model Uncertainty in Risk Management, Jan 2020, Paris, France. ⟨hal-03052489⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoit Enaux, Vincent Herbert. Bayesian Optimization in Reduced Eigenbases. PGMO Days 2019, Dec 2019, Saclay, France. ⟨emse-02440143⟩
  • Mohamed Reda El Amri, Christophette Blanchet-Scalliet, Celine Helbert, Rodolphe Le Riche. Bayesian Optimization Under Uncertainty for Chance Constrained Problems. PGMO Days 2019, Dec 2019, Palaiseau, France. ⟨emse-02351011⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoit Enaux, Vincent Herbert. Budgeted Bayesian Multiobjective Optimization. Journées de la Chaire Oquaido 2019, Nov 2019, Saint-Etienne, France. ⟨emse-02440140⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny. Faster Multi-Objective Optimization: Cumulating Gaussian Processes, Preference Point and Parallelism. 19th French-German-Swiss conference on optimization, Sep 2019, Nice, France. ⟨hal-02292889⟩
  • Jhouben Janyk Cuesta Ramirez, Olivier Roustant, Rodolphe Le Riche, Alain Gliere, Cédric Durantin, et al.. Inversion of a costly multivariate function in presence of categorical variables. APPLIED INVERSE PROBLEMS CONFERENCE, Jul 2019, Grenoble, France. ⟨hal-02273738⟩
  • Marie-Liesse Cauwet, Rodolphe Le Riche, Olivier Roustant. Mixed global optimization by algorithms composition: an empirical study with a focus on Bayesian approaches. 30th European conference on operational research, EURO2019, Jun 2019, Dublin, Ireland. ⟨hal-02170283⟩
  • Adrien Spagnol, Rodolphe Le Riche, Sébastien da Veiga. Bayesian optimization in effective dimensions via kernel-based sensitivity indices. 30th European conference on operational research, EURO2019, Jun 2019, Dublin, Ireland. ⟨emse-02295164⟩
  • Adrien Spagnol, Rodolphe Le Riche, Sébastien da Veiga. Bayesian optimization in effective dimensions via kernel-based sensitivity indices. 13th International Conference on Applications of Statistics and Probability in Civil Engineering(ICASP13), May 2019, Séoul, South Korea. ⟨10.22725/ICASP13.093⟩. ⟨emse-02133923⟩
  • Victor Picheny, David Gaudrie, Rodolphe Le Riche, Benoît Enaux, Vincent Herbert. From CAD to Eigenshapes for Surrogate-based Optimization. 13th World Congress of Structural and Multidisciplinary Optimization, May 2019, Beijing, China. ⟨hal-02736557⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoit Enaux, Vincent Herbert. From CAD to Eigenshapes for Surrogate-based Optimization. 13th World Congress of Structural and Multidisciplinary Optimization, May 2019, Beijing, China. ⟨hal-02142492⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoit Enaux, Vincent Herbert. Multi-objective Bayesian optimization with reference point: sequential and parallel versions. Mascot-Num annual conference, Mar 2019, Rueil-Malmaison, France. ⟨hal-02088729⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoît Enaux, Vincent Helbert. Restricting ambitions in global multi-objective optimization of costly functions. Seminar at the ONERA: DMS/DTIS (ARF STOCHASTIQUE), Dec 2018, Châtillon, France. ⟨hal-01946450⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny. Achievable Goals in Bayesian Multi-Objective Optimization. Journées du GdR MOA, Oct 2018, Pau, France. ⟨hal-01913223⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoît Enaux, Vincent Herbert. Targeting Well-Balanced Solutions in Multi-Objective Bayesian Optimization under a Restricted Budget. 12th International Conference on Learning and Intelligent Optimization, Jun 2018, Kalamata, Greece. pp 175-179, ⟨10.1007/978-3-030-05348-2_15⟩. ⟨hal-01883336⟩
  • Adrien Spagnol, Rodolphe Le Riche, Sébastien da Veiga. Global sensitivity analysis for optimization with variable selection. 12th International Conference on Learning and Intelligent Optimization, Jun 2018, Kalamata, Greece. pp 417-443, ⟨10.1137/18M1167978⟩. ⟨emse-01957502⟩
  • Victor Picheny, David Gaudrie, Rodolphe Le Riche, Benoît Enaux, Vincent Herbert. Targeting Well-Balanced Solutions in Multi-Objective Bayesian Optimization Under a Restricted Budget. International Conference on Learning and Intelligent Optimization (LION'18), Jun 2018, Kalamata, Greece. ⟨hal-02734591⟩
  • Olivier Roustant, Rodolphe Le Riche. The OQUAIDO research chair in a nutshell. MASCOT-NUM GDR meeting, Mar 2018, Nantes, France. ⟨emse-01957527⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoît Enaux, Vincent Herbert. Targeting Well-Balanced Solutions in Bayesian Multi-Objective Optimization under a Restricted Budget. Journées du GdR Mascot-Num 2018, Mar 2018, Nantes, France. ⟨hal-01883324⟩
  • Adrien Spagnol, Rodolphe Le Riche, Sébastien da Veiga, Olivier Roustant. Global sensitivity analysis for optimization with variable selection. PGMO Days 2017, Nov 2017, Saclay, France. ⟨emse-01639564⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoît Enaux, Vincent Herbert. Targeting well-balanced solutions in multi-objective bayesian optimization under a restricted budget. PGMO Days 2017, Nov 2017, Saclay, France. ⟨hal-01883323⟩
  • Stéphanie Mahévas, Victor Picheny, Patrick Lambert, Dumoulin Nicolas, Lauriane Rouan, et al.. Suivez le guide! Optimiser un modèle complexe suppose une bonne démarche et de bons outils. Colloque Pêches et Changements Globaux 2017, IFREMER, Jun 2017, Nantes, France. ⟨emse-01571118⟩
  • Rodolphe Le Riche, Hossein Mohammadi, Nicolas Durrande, Eric Touboul, Xavier Bay. A Comparison of Regularization Methods for Gaussian Processes. 2017 SIAM Conference on Optimization, May 2017, Vancouver, Canada. ⟨emse-01525668⟩
  • Luc Laurent, Bruno Soulier, Rodolphe Le Riche, Pierre-Alain Boucard. On the Use of Gradient-Enhanced Metamodels for Global Approximation and Global Optimization. VII European Congress on Computational Methods in Applied Sciences and Engineering, the ECCOMAS Congress 2016, Jun 2016, Hersonissos, Greece. ⟨emse-01411135⟩
  • Olivier Roustant, Rodolphe Le Riche, Nicolas Durrande. Du tâtonnement aux mathématiques: la décision sous incertitudes. Opening talk for the industrial chair in applied mathematics OQUAIDO, May 2016, Saint Etienne, France. ⟨emse-01412161⟩
  • Nathaniel B. Price, Mathieu Balesdent, Sébastien Defoort, Rodolphe Le Riche, Nam H. Kim, et al.. Simulating Future Test and Redesign Considering Epistemic Model Uncertainty. 18th AIAA Non-Deterministic Approaches Conference (AIAA SCITECH 2016), Jan 2016, SAN DIEGO, United States. ⟨10.2514/6.2016-0950⟩. ⟨hal-01386664⟩
  • Loïc Brevault, Mathieu Balesdent, Nicolas Berend, Rodolphe Le Riche. Multi-level hierarchical MDO formulation with functional coupling satisfaction under uncertainty, application to sounding rocket design. 11th WCSMO congress, Jun 2015, Sydney, Australia. ⟨emse-01149198⟩
  • Rodolphe Le Riche. Kriging and robust optimization. Journées Scientifiques de l'ONERA sur l'optimisation robuste et les modèles de remplacement, ONERA Palaiseau, Nov 2014, Palaiseau, France. ⟨emse-01084393⟩
  • Michel Lutz, Rodolphe Le Riche. Perceiving the world through statistics: some dimensional thoughts,. 14th Annual Conference of the European Network for Business and Industrial Statistics (ENBIS-14), Sep 2014, Linz, Austria. ⟨emse-01038000⟩
  • Michel Lutz, Rodolphe Le Riche. Perceiving the world through statistics: some dimensional thoughts. European Network for Business and Industrial Statistics (ENBIS), Sep 2014, Linz, Austria. ⟨hal-02093441⟩
  • Rodolphe Le Riche. the kriging approach to optimization. OpenTURNS Users Day 2014, Jun 2014, Chatou, France. ⟨emse-01084400⟩
  • Loïc Brevault, Mathieu Balesdent, Nicolas Bérend, Rodolphe Le Riche. Decoupled UMDO formulation for interdisciplinary coupling satisfaction under uncertainty. 15th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Jun 2014, Atlanta, United States. 32p., ⟨10.2514/6.2014-3014⟩. ⟨emse-01012119⟩
  • Rodolphe Le Riche. A stochastic global optimization method for (urban?) multi-parameter systems. Matinées de la recherche AVENUES - Roberval 2014, May 2014, Compiègne, France. ⟨emse-01084404⟩
  • Rodolphe Le Riche, François-Xavier Irisarri. Multiscale composite optimization with design guidelines. Journée d'étude : Optimisation des composites, Feb 2014, Palaiseau, France. ⟨emse-00946617⟩
  • Rodolphe Le Riche. Optimizing with realistic simulators and kriging. Labex MS2T Control of Technological Systems-of-Systems, Feb 2014, Compiègne, France. ⟨emse-00946607⟩
  • Rodolphe Le Riche. Optimizing from simulations : a collaboration between physical and statistical modeling. Saphire seminar, Jan 2014, Cachan, France. ⟨emse-00946611⟩
  • Hasna Barkia, Xavier Boucher, Rodolphe Le Riche, Marie-Agnès Girard, Philippe Beaune. Semiconductor Yield Loss' Causes Identification : A Data Mining Approach. 2013 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM2013), Dec 2013, Bangkok, Thailand. pp.article no. IEEM13-P-0503. ⟨emse-00856619⟩
  • Rodolphe Le Riche. Global Optimization involving realistic numerical simulation : existing approaches, remaining challenges. NAFEMS meeting on numerical simulation and optimal design, Nov 2013, Noisy le Grand, France. ⟨emse-00946614⟩
  • Jeremy Riviere, Rodolphe Le Riche, Gauthier Picard. LOOM, an algorithm for finding local optima of expensive functions. NICST'2013, New and smart Information Communication Science and Technology to support Sustainable Development, Sep 2013, Clermont Ferrand, France. 7 p. ⟨emse-00867493⟩
  • Hossein Mohammadi, Rodolphe Le Riche, Eric Touboul, Xavier Bay. On regularization techniques in statistical learning by Gaussian processes. NICST'2013, New and smart Information Communication Science and Technology to support Sustainable Development, Sep 2013, Clermont Ferrand, France. ⟨emse-00867497⟩
  • Alexis Lasseigne, François-Xavier Irisarri, Rodolphe Le Riche. Optimal design of a composite structure relevant to laminate design guidelines. 19th International Conference on Composite Materials (ICCM-19), Jul 2013, Montréal, Canada. ⟨emse-00805107⟩
  • Gauthier Picard, Diane Villanueva, Rodolphe Le Riche, Raphael T. Haftka. Méthode multi-agent d'optimisation par partionnement auto-organisé. 21es Journées francophones des systèmes multi-agents (JFSMA'13), Jul 2013, Lille, France. ⟨emse-00820709⟩
  • Loïc Brevault, Mathieu Balesdent, Nicolas Bérend, Rodolphe Le Riche. Challenges and future trends in Uncertainty-Based Multidisciplinary Design Optimization for space transportation system design. 5th European Conference for Aeronautics and Space Sciences (EUCASS 2013), Jul 2013, Munich, Germany. ⟨emse-00805106⟩
  • Hasna Barkia, Xavier Boucher, Rodolphe Le Riche, Marie-Agnès Girard, Philippe Beaune, et al.. Extraction de connaissances pour une maîtrise du rendement en industrie du semi-conducteur. 10ième Congrès International en Génie Industriel (CIGI 2013), Jun 2013, La Rochelle, France. ⟨emse-00805167⟩
  • Alexis Lasseigne, François-Xavier Irisarri, Rodolphe Le Riche. Conception de structures composites par optimisation locale du matériau. 18èmes Journées Nationales sur les Composites, Jun 2013, Nantes, France. 10p. ⟨emse-00867547⟩
  • François-Xavier Irisarri, Alexis Lasseigne, Henri Leroy François -, Rodolphe Le Riche. Optimisation des empilements dans les structures composites stratifiées avec arrêts de plis. 18èmes Journées Nationales sur les Composites, Jun 2013, Nantes, France. 10p. ⟨emse-00867541⟩
  • Diane Villanueva, Raphael T. Haftka, Rodolphe Le Riche, Gauthier Picard. Locating Multiple Candidate Designs with Dynamic Local Surrogates. 10th World Congress on Structural and Multidisciplinary Optimization (WCSMO-10), May 2013, Orlando, United States. ⟨emse-00805108⟩
  • L. Brévault, Mathieu Balesdent, Nicolas Bérend, Rodolphe Le Riche. Comparison of different global sensitivity analysis methods for aerospace vehicle optimal design. 10th World Congress on Structural and Multidisciplinary Optimization, WCSMO-10, May 2013, Orlando, United States. ⟨emse-00816627⟩
  • Diane Villanueva, Rodolphe Le Riche, Gauthier Picard, Raphael T. Haftka. Self-organized space partitioning for multi-agent optimization. 6th International Workshop on Optimisation in Multi-Agent Systems (OPTMAS) 2013, May 2013, Saint-Paul, Minnesota, United States. ⟨emse-00820703⟩
  • François-Xavier Irisarri, Rodolphe Le Riche. Conception de structures composites: un cheminement par les algorithmes d'optimisation. Journée "Optimisation Topologique et Composites" SIA, Apr 2013, Suresnes, France. ⟨emse-00867510⟩
  • Anirban Chaudhuri, Rodolphe Le Riche, Mickael Meunier. Estimating Feasibility Using Multiple Surrogates and ROC Curves. 54th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, Apr 2013, Boston, France. ⟨emse-00806068⟩
  • Diane Villanueva, Rodolphe Le Riche, Gauthier Picard, Raphael T. Haftka. Dynamic Design Space Partitioning for Optimization of an Integrated Thermal Protection System. 54th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, Apr 2013, Boston, United States. ⟨10.2514/6.2013-1534⟩. ⟨emse-00805114⟩
  • Bernard Guy, Rodolphe Le Riche. Articulation des rationalités cartésienne et complexe dans les projets associant plusieurs disciplines. 3ièmes Ateliers Sur La Contradiction, Apr 2013, Saint Etienne, France. p. 121-130. ⟨emse-00805138⟩
  • Bernard Guy, Rodolphe Le Riche. Articulation des rationalités cartésienne et "complexe" dans les projets associant plusieurs disciplines. 3ièmes Ateliers Sur La Contradiction, Apr 2013, Saint Etienne, France. pp. 121-130. ⟨emse-00956004⟩
  • Michel Lutz, Rodolphe Le Riche, Xavier Boucher. Information limitée et contradiction : application à la gestion des connaissances industrielles. 3ièmes Ateliers Sur La Contradiction, Apr 2013, Saint Etienne, France. pp. 149-160. ⟨emse-00805131⟩
  • Derrick Fongang Fongang, Rodolphe Le Riche, Xavier Bay. Product family optimization: a multiplatform algorithm based on iterative increase of the commonality. Quatorzième congrès annuel de la Société Française de recherche Opérationnelle et d'Aide à la Décision (ROADEF 2013), Feb 2013, Troyes, France. pp.Session 36 : Programmation Mathématique MultiObjectifs (PM2O). ⟨emse-00796767⟩
  • Janis Janusevskis, Ramunas Girdziusas, Rodolphe Le Riche. Fast integration of multi-point improvements. NIPS workshop on Bayesian Optimization and Decision Making, Dec 2012, Lake Tahoe, United States. ⟨emse-00754359⟩
  • Rodolphe Le Riche, Ramunas Girdziusas, Janis Janusevskis. A study of asynchronous budgeted optimization. NIPS workshop on Bayesian Optimization and Decision Making, Dec 2012, Lake Tahoe, United States. ⟨emse-00754360⟩
  • Rodolphe Le Riche, Janis Janusevskis, Ramunas Girdziusas, David Ginsbourger, Olivier Roustant, et al.. Some experiences about optimization with Gaussian processes. Invited seminar at LIMOS, Nov 2012, Clermont-Ferrand, France. ⟨emse-00765359⟩
  • Diane Villanueva, Gauthier Picard, Rodolphe Le Riche, Raphael T. Haftka. Optimisation multi-agent par partitionnement adaptatif de l'espace de conception. 20èmes Journées Francophones sur les Systèmes Multi-Agents, Oct 2012, Honfleur, France. ⟨emse-00728459⟩
  • Rodolphe Le Riche, Ramunas Girdziusas, Diane Villanueva, Gauthier Picard, David Ginsbourger. Squaring the engineering optimization circle : distributed global optimization algorithms for computationally expensive problems. invited presentation at RIO 2012 (Interdisciplinary Meeting about Optimization), Oct 2012, Univ. of Valenciennes, France. ⟨emse-00765374⟩
  • Diane Villanueva, Rodolphe Le Riche, Gauthier Picard, Raphael T. Haftka. Design Space Partitioning for Optimization Using Agents. 14th AIAA/ISSMO Multidisciplinary Analysis and Optimization (MAO) Conference, Sep 2012, Indianapolis, United States. pp.Article control ID no. 1357758. ⟨emse-00728472⟩
  • Alexandre Franquet, Stéphane Avril, Rodolphe Le Riche, Pierre Badel, Fabrice Schneider, et al.. in vivo mechanical properties of arteries: A nouvel identification method based on fea and image registration. 8th European Solid Mechanics Conference (ESMC8 2012), Jul 2012, Vienne, Austria. ⟨hal-00778612⟩
  • Alexandre Franquet, Stéphane Avril, Rodolphe Le Riche, Pierre Badel, Fabien Schneider, et al.. In Vivo Mechanical Properties of Arteries: a Novel Identification Method Based on FEA and Image Registration. ESMC 2012, 8th european conference on solid mechanics, Jul 2012, Graz, Austria. ⟨emse-00728748⟩
  • Nicolas Durrande, Rodolphe Le Riche, Stéphane Avril. MRI sequence denoising using gaussian processes. Euromech 534 colloquium on Advanced experimental approaches and inverse problems in tissue biomechanics, May 2012, Saint Etienne, France. ⟨emse-00728763⟩
  • Alexandre Franquet, Stéphane Avril, Rodolphe Le Riche, Pierre Badel, Fabien Schneider, et al.. Original identification method based on image registration and FEA for the in vivo estimation of arteries elastic properties. Euromech 534 colloquium on Advanced experimental approaches and inverse problems in tissue biomechanics, May 2012, Saint Etienne, France. ⟨emse-00728753⟩
  • Diane Villanueva, Rodolphe Le Riche, Gauthier Picard, Raphael T. Haftka. Surrogate-based agents for constrained optimization. 14th AIAA Non-Deterministic Approaches Conference, Apr 2012, Honolulu, United States. ⟨10.2514/6.2012-1935⟩. ⟨emse-00680732⟩
  • Rodolphe Le Riche, Olivier Roustant. Sequential approaches to reliability estimation and optimization based on kriging. Journées Scientifiques de l'ONERA, Jan 2012, Palaiseau, France. ⟨emse-00686591⟩
  • David Ginsbourger, Clément Chevalier, Janis Janusevskis, Rodolphe Le Riche. Dealing with asynchronicity in kriging-based parallel global optimization. 4th International Conference of the ERCIM WG on computing & statistics (ERCIM'11), Dec 2011, Londres, United Kingdom. pp.E222. ⟨emse-00686583⟩
  • Diane Villanueva, Rodolphe Le Riche, Gauthier Picard, Raphael T. Haftka, Bhavani V. Sankar. Decomposition of system level reliability-based design optimization to reduce the number of simulations. ASME 2011 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, Aug 2011, Washington, United States. ⟨emse-00674806⟩
  • Rodolphe Le Riche. Optimization with uncertainties Methods from the OMD projects. Uncertainty quantification for numerical model validation summer school, Jul 2011, Cadarache, France. ⟨emse-00686585⟩
  • Rodolphe Le Riche, Denis Caromel, Régis Duvigneau. Optimization tools and applications developed during the OMD & OMD2 projects. Forum Teratech 2011, Complex systems engineering workshop (atelier ingénierie des systèmes complexes), Jun 2011, Palaiseau, France. ⟨emse-00686596⟩
  • Alexandre Franquet, Stéphane Avril, Rodolphe Le Riche, Pierre Badel. Identification of elastic properties of stenosed arteries from MRI Data. SEM 2011 Annual Conference & Exposition on Experimental and Applied Mechanics, Jun 2011, Uncasville, United States. pp.communication no. 109. ⟨emse-00687598⟩
  • Nicolas Durrande, Rodolphe Le Riche, Stéphane Avril. A statistical approach to image denoising based on kriging and PODs with comments on physical versus statistical models. workshop " Modèles simplifiés pour décrire la physique ", Jun 2011, Saint Etienne, France. ⟨emse-00687588⟩
  • Rodolphe Le Riche. Derivative free parametric optimization concepts for material scientists. ARCHIMAT 2011 workshop, May 2011, Autrans, France. ⟨emse-00686602⟩
  • Alexandre Franquet, Stéphane Avril, Rodolphe Le Riche, Pierre Badel. Identification des propriétes élastiques hétérogènes des artères à partir de clichés IRM. Journée thématique AFM Méthodes numériques & méthodologies avancées pour les problèmes inverses en mécanique, Mar 2011, Lyon, France. ⟨emse-00686609⟩
  • Diane Villanueva, Rodolphe Le Riche, Gauthier Picard, Raphael T. Hafkta. A Multi-Agent System Approach to Risk Allocation for Reliability Based Design Optimization. 12ème congrès de la société Française de Recherche Opérationnelle et d'Aide à la Décision (ROADEF 2011), Mar 2011, Saint Etienne, France. pp.submission 153. ⟨emse-00679657⟩
  • Janis Janusevskis, Rodolphe Le Riche. Simultaneous Kriging-Based Sampling For Optimization And Uncertainty Propagation. 12ème congrès de la société Française de Recherche Opérationnelle et d'Aide à la Décision (ROADEF 2011), Mar 2011, Saint Etienne, France. pp.submission 447. ⟨emse-00679682⟩
  • Janis Janusevskis, Rodolphe Le Riche. Simultaneous kriging-based sampling for optimization and uncertainty propagation. Noisy Kriging Optimization (NKO) workshop, Nov 2010, Bern, Switzerland. ⟨emse-00686624⟩
  • Christian Gogu, W. Yin, Raphael T. Haftka, P. Ifju, Jérôme Molimard, et al.. Applying a Bayesian Approach to Identification of Orthotropic Elastic Constants from Full Field Displacement Measurements. ICEM 14 - 14th International Conference on Experimental Mechanics, Jul 2010, Poitiers, France. 2p, 37005, ⟨10.1051/epjconf/20100637005⟩. ⟨emse-00686511⟩
  • Rodolphe Le Riche. Decoupling the optimizers from the simulators. ScilabTec'10, Jun 2010, Palaiseau, France. ⟨emse-00686627⟩
  • Daniel Salazar, Rodolphe Le Riche, Xavier Bay. Adding hypothesis testing to evolutionary RBDO with Monte Carlo simulations. ECCM 2010, IV European Conference on Computational Mechanics, May 2010, Paris, France. pp.936. ⟨emse-00686630⟩
  • Alexandre Franquet, Rodolphe Le Riche, Stéphane Avril. Recovering Young moduli in heterogeneous stenosed carotid arteries: a numerical 2D plane-strain study. ECCM 2010, IV European Conference on Computational Mechanics, May 2010, Paris, France. pp.1302. ⟨emse-00686523⟩
  • Christian Gogu, Raphael T. Hafkta, Rodolphe Le Riche. Faciliter l'identification bayesienne à partir de mesures de champ par la méthode des surfaces de réponse et l'expansion de Karhunen Loeve. 6èmes Journées Nationales de Fiabilité, Mar 2010, Toulouse, France. ⟨emse-00687608⟩
  • Alexandre Franquet, Stéphane Avril, Rodolphe Le Riche, Pierre Badel. Recovering young moduli in heterogeneous stenosed carotid arteries: a numerical plane strain study. 9th Intl. Symposium Computer Mehtods in Biomechanics and Biomedical Engineering 2010, Feb 2010, Valencia, Spain. ⟨emse-00686534⟩
  • Rodolphe Le Riche, Rajan Filomeno Coelho. Optimisation MultiDisciplinaire. Grand Colloque STIC (Sciences et Technologies de l'Information et de la Communication), Jan 2010, Paris, France. ⟨emse-00686741⟩
  • Alexandre Franquet, Stéphane Avril, Rodolphe Le Riche, Pierre Badel. Recovering Young's moduli in heterogeneous stenosed carotid arteries: a numerical plane strain study. 9th Symposium on Computational Methods in Biomechanics and Biomedical Engineering, 2010, Valencia, Spain. p.6. ⟨hal-01063533⟩
  • Alain Vautrin, Gustavo Silva, Jérôme Molimard, Rodolphe Le Riche. Localisation et identification de l'hétérogénéité de comportement mécanique de matériaux. 19ème Congrès Français de Mécanique, Aug 2009, Marseille, France. pp.1-6. ⟨emse-00686762⟩
  • Christian Gogu, Raphael T. Haftka, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin. Dimensionality reduction of full fields by the principal components analysis. 17th International Conference on Composite Materials, Jul 2009, Edinburgh, United Kingdom. pp.F14.7. ⟨emse-00686753⟩
  • Christian Gogu, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin, Raphael T. Haftka. Une approche bayesienne de l'identification des constantes élastiques orthotropes de pli à partir de tests de vibration de flexion sur stratifié = A Bayesian approach to identification of orthotropic elastic constants of the ply from vibration tests on a laminate. JNC 16, Jun 2009, Toulouse, France. 10 p. ⟨hal-00393734⟩
  • Christian Gogu, Raphael T. Haftka, Rodolphe Le Riche, Jérôme Molimard. High Fidelity Frequency Response Surface Approximations for Vibration Based Elastic Constants Identification. 8th World Congress on Structural and Multidisciplinary Optimization (WCSMO8), Jun 2009, Lisbon, Portugal. ⟨emse-00686548⟩
  • Gilles Pujol, Rodolphe Le Riche, Xavier Bay, Olivier Roustant. Minimisation de quantiles – application en mécanique. 9e Colloque national en calcul des structures, CSMA, May 2009, Giens, France. ⟨hal-01422233⟩
  • Christian Gogu, Raphael T. Haftka, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin, et al.. Bayesian Statistical Identification of Orthotropic Elastic Constants Accounting for Measurement and Modeling Errors. 11th AIAA Non-Deterministic Approaches Conference, May 2009, Palm Springs, United States. pp.No. AIAA-2009-2258. ⟨emse-00686558⟩
  • Rodolphe Le Riche, Victor Picheny, David Ginsbourger, André Meyer, Nam-Ho Kim. Gears Design with Shape Uncertainties using Monte-Carlo Simulations and Kriging. 50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, May 2009, Palm Springs (California), United States. ⟨10.2514/6.2009-2257⟩. ⟨hal-00409760⟩
  • Christian Gogu, Raphael T. Haftka, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin. A Bayesian Framework for Orthotropic Elastic Constants Identification Accounting for both Error and Variability. 8th. World Congress on Computational Mechanics (WCCM8) 5th. European Congress on Computational Methods in Applied Sciences and Engineering (ECCOMAS 2008), Jun 2008, Venise, Italy. pp.1601. ⟨emse-00686773⟩
  • Christian Gogu, Raphael T. Hafkta, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin. Illustrating the advantages of a Bayesian over a least squares approach to material properties identification. ESM Centennial Mechanics Conference: Liviu Librescu Session, May 2008, Blacksburg, United States. ⟨emse-00687650⟩
  • R. Filomeno Coelho, Rodolphe Le Riche, P. Breitkopf, C. Vayssade. Projet OMD: Concepts et Application à une Aile d'Avion. STIC 2007, Nov 2007, Paris, France. ⟨hal-00409898⟩
  • Gustavo Silva, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin. Aspects numériques de la comparaison éléments finis-mesures de champs Application à l'identification de propriétés de matériaux. 8e Colloque national en calcul des structures, CSMA, May 2007, Giens, France. ⟨hal-01509272⟩
  • David Ginsbourger, Rodolphe Le Riche. Utilisation d'un méta-modèle de krigeage en optimisation. JOURNEE THEMATIQUE CSMA Nouvelles tendances en optimisation de structures dans un contexte multidisciplinaire, Mar 2007, Compiègne, France. ⟨emse-00691561⟩
  • G. Silva, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin, Christophe Galerne. Aspects numériques de la comparaison éléments finis - mesures de champs: application à l'identification de propriétés de matériaux. 8ième colloque national en calcul de structures, 2007, Giens, France. pp.287-292. ⟨hal-00294189⟩
  • David Ginsbourger, Rodolphe Le Riche, Laurent Carraro. A Multi-points Criterion for Deterministic Parallel Global Optimization based on Kriging. NCP07, 2007, Rouen, France. ⟨hal-00294130⟩
  • C.-H. Park, A. Saouab, J. Breard, Rodolphe Le Riche. Simple models for mold filling stage in liquid composite molding and their applications to structure-process coupled optimization. 8th Int. Conf. on Flow Processes in Composite Materials (FPCM8),, Jul 2006, Douai, France. pp.289-296. ⟨hal-00297131⟩
  • Gustavo Silva, Jérôme Molimard, Rodolphe Le Riche, Alain Vautrin. Integrated Strategy for Identification of Material Properties using OFFMs. Photomechanics, 2006, Clermont-Ferrand, France. pp.184-185. ⟨hal-00295022⟩
  • Rodolphe Le Riche. Quoi de neuf dans les algorithmes génétiques ? Un bilan de 15 ans d'optimisation évolutionnaire. 30 ans de Modélisation Numérique à l'UTC : défits et perspectives, Nov 2004, Compiègne, France. ⟨emse-00691578⟩
  • Jérôme Molimard, Rodolphe Le Riche. Application of the Open Hole Tensile Test to the Identification of the in- plane Characteristics of Orthotropic Plates. 2nd International Conference on Composites Testing and Model Identification, Sep 2004, Bristol, United Kingdom. ⟨emse-00691585⟩
  • M.A. Luersen, Rodolphe Le Riche, Didier Lemosse. Identification of a 3D Shape from a 2D Design: Application to a Swimming Monofin. Fourth International Conference on Engineering Computational Technology, Sep 2004, Lisbon, Portugal. Paper 30, ⟨10.4203/ccp.80.30⟩. ⟨emse-00686963⟩
  • Laurent Grosset, Rodolphe Le Riche, Raphael T. Haftka. A Two-Tier Estimation of Distribution Algorithm for Composite Laminate Optimization. 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Aug 2004, New York, Albania. AIAA paper 2004-4529. ⟨emse-00686981⟩
  • Marco A. Luersen, Rodolphe Le Riche, Didier Lemosse, Olivier Le Maitre, Eric Breier. Swimming Monofin Optimization. 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Aug 2004, New York, Albania. AIAA paper 2004-4426. ⟨emse-00686968⟩
  • Jérôme Molimard, Rodolphe Le Riche, Alain Vautrin, J.R Lee. Identification of the four orthotropic plate stiffnesses using a single open-hole tensile test. 2004 SEM X International Congress & Exposition on Experimental & Applied Mechanics, Jun 2004, Costa Mesa, United States. pp.24829. ⟨emse-00687052⟩
  • Laurent Grosset, Rodolphe Le Riche, Raphael T. Haftka. A Double-Distribution Statistical Algorithm for Composite Laminate Optimization. 45th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics & Materials Conference, Apr 2004, Palm Springs, United States. paper AIAA-2004-1910. ⟨emse-00687056⟩
  • Rodolphe Le Riche, Alain Vinet, Sébastien Didierjean. Identification of accelerated wet-ageing cycles. EUROMECH 453 Internal Stresses in Polymer Composite Processing and Service Life, Dec 2003, Saint Etienne, France. paper #38. ⟨emse-00691616⟩
  • Laurent Grosset, Rodolphe Le Riche, Raphael T. Haftka. A comparison of an estimation of distribution algorithm and a stochastic hill-climber for composite optimization problems. 18th Annual Technical Conference American Society for Composites, Oct 2003, Gainesville, United States. paper 168. ⟨emse-00687059⟩
  • Marco A. Luersen, Rodolphe Le Riche, Olivier Le Maitre, Eric Breier. Optimisation de palmes de nage. 6e Colloque National en Calcul des Structures, May 2003, Giens, France. pp. 207-214. ⟨emse-00687062⟩
  • Rodolphe Le Riche, Jocelyn Gandin, Alain Vinet. Un logiciel orienté objet d'analyse et de conception de plaques composites. 6e Colloque National en Calcul des Structures, May 2003, Giens, France. pp. 87-94. ⟨emse-00687067⟩
  • Abdelghani Saouab, Rodolphe Le Riche, J. Breard. Coupled Optimization Processes-Properties of Composite Plates. 13ièmes Journées Nationales des Composites, JNC13, Mar 2003, Strasbourg, France. pp.101-110. ⟨emse-00691650⟩
  • Abdelghani Saouab, Rodolphe Le Riche, J. Breard. Couplage Procédés-Propriétés: analyse statistique d'une plaque composite. Journée Scientifique et Technique (JST - AMAC) : Mise en Forme des Matériaux Composites, Oct 2002, Paris, France. ⟨emse-00691659⟩
  • L. Grosset, Rodolphe Le Riche, R.T Haftka. Accounting for plies coupling in composite laminate statistical optimisation via lamination parameters.. IUTAM Symposium on evolutionary methods in mechanics, Sep 2002, Craquovie, Poland. pp.27-28. ⟨hal-00299063⟩
  • L. Grosset, Rodolphe Le Riche, R.T Haftka. Probability-based genetic algorithm for composite laminate design.. 9th AIAA/ISSMO Symposium on Multidisciplinary Analysis and Optimization Conference, Sep 2002, Atlanta, United States. paper number AIAA-2002-5462. ⟨hal-00298574⟩
  • M. Luersen, Rodolphe Le Riche. Globalized Nelder-Mead Method for engineering optimization.. Sixth international conference on computational structures technology, Sep 2002, Prague, Czech Republic. pp.2251-2260. ⟨hal-00299048⟩
  • Jérôme Molimard, Rodolphe Le Riche. Identification de piézoviscosité en lubrification. AFM (Association Française de Mécanique) : Identification des propriétés mécaniques à partir de mesures de champs, Apr 2002, Clermont-Ferrand, France. pp.645-653, ⟨10.1016/j.mecind.2003.09.006⟩. ⟨emse-00691661⟩
  • Rodolphe Le Riche, F. Guyon. Dual evolutionary optimization. 5ième conférence internationale sur l'Evolution Artificielle, Oct 2001, Le Creusot, France. pp. 123-134. ⟨hal-00687086⟩
  • David Gualandris, J.J. Thomas, M. Laugerette, Rodolphe Le Riche. Neural Identification of Non Linear Dynamic Structures. 7th ATA Conference and Exhibition, May 2001, Giens, France. ⟨emse-00687103⟩
  • Rodolphe Le Riche, David Gualandris, J.J. Thomas, F. Hemez. Identification neuronale de systèmes dynamiques non linéaires: application au monoroue. 5ème colloque National en Calcul de Structures, 2001, Giens, France. pp. 131-138. ⟨emse-00687089⟩
  • J. Deocon, L. Salvo, P. Lemoine, D. Landru, Y. Brechet, et al.. Optimum design of metal foam in sandwich structures using genetic algorithm. 1st International Conference on Metal Foams and Porous Metal Structures (MetFoam'99), Jun 1999, Breme, Germany. pp.325-330. ⟨emse-00760870⟩
  • Rodolphe Le Riche, G Cailletaud, S Canu. Vers un non linéaire matériau. Quatrième colloque national en calcul des structures, CSMA, May 1999, Giens, France. ⟨hal-03650303⟩

Poster de conférence

  • Babacar Sow, Rodolphe Le Riche, Julien Pelamatti, Merlin Keller, Sanaa Zannane. Clouds of points optimization in convex polygons with evolutionary algorithms based on Wasserstein barycenters. MASCOT-NUM2024, Apr 2024, Giens, France. ⟨hal-04645929⟩
  • Babacar Sow, Rodolphe Le Riche, Sanaa Zannane, Merlin Keller, Julien Pelamatti. Cloud of points as discrete measures for Gaussian models and stochastic optimization. MASCOT-NUM2023, Apr 2023, LE CROISIC, France. ⟨hal-04102275⟩
  • Babacar Sow, Rodolphe Le Riche, Julien Pelamatti, Sanaa Zannane, Merlin Keller. Gaussian Processes Indexed by Clouds of Points: a study Babacar SOW (EMSE, LIMOS), Rodolphe LE RICHE (CNRS, LIMOS). MASCOT-NUM, Jun 2022, Clermont Ferrand, France. ⟨emse-03720276⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoît Enaux, Vincent Herbert. Dimension Reduction for Shape Optimization. Journées de la Chaire Oquaido 2018, Nov 2018, Cadarache, France. ⟨hal-01934569⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoît Enaux, Vincent Herbert. Targeting Well-Balanced Solutions in Multi-Objective Bayesian Optimization under a Restricted Budget. Journées du GdR Mascot-Num 2018, Mar 2018, Nantes, France. ⟨hal-01803844⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoît Enaux, Vincent Herbert. Targeting Well-Balanced Solutions in Multi-Objective Bayesian Optimization under a Restricted Budget. Journées Oquaido 2017, Nov 2017, Orléans, France. 2017. ⟨hal-01710186⟩
  • Hossein Mohammadi, Rodolphe Le Riche, Eric Touboul, Xavier Bay, Nicolas Durrande. An Analytic Comparison of Regularization Methods for Gaussian Processes. GDR Mascot Num annual conference, Apr 2015, Saint Etienne, France. ⟨emse-01148652⟩

Chapitres d'ouvrage

  • Nicolas Garland, Rodolphe Le Riche, Yann Richet, Nicolas Durrande. Multi-fidelity for MDO using Gaussian Processes. Loic Brevault; Mathieu Balesdent; Jerome Morio. Aerospace System Analysis and Optimization in Uncertainty, 156, Springer, pp.295-320, 2020, Springer Optimization and its Applications, 978-3-03 0-39126-3. ⟨10.1007/978-3-030-39126-3_8⟩. ⟨hal-02444005⟩
  • Mathieu Balesdent, Loïc Brevault, Nathaniel Price, Sébastien Defoort, Rodolphe Le Riche, et al.. Advanced Space Vehicle Design Taking into Account Multidisciplinary Couplings and Mixed Epistemic/Aleatory Uncertainties. Space Engineering: Modeling and Optimization with Case Studies, 114, p. 1-48, 2016, Modeling and Optimization with Case Studies, Springer Optimization and Its Applications, 978-3-319-41506-2. ⟨10.1007/978-3-319-41508-6_1⟩. ⟨hal-01475842⟩
  • Hossein Mohammadi, Rodolphe Le Riche, Eric Touboul. Making EGO and CMA-ES Complementary for Global Optimization. Learning and Intelligent Optimization, Volume 8994, , pp 287-292, 2015, 9th International Conference, LION 9, Lille, France, January 12-15, 2015. Revised Selected Papers, ⟨10.1007/978-3-319-19084-6_29⟩. ⟨emse-01168512⟩
  • Michel Lutz, Rodolphe Le Riche. Informations limitées, dimensions et contradictions – application à la gestion des connaissances industrielles par l’emploi de méthodes statistiques. ASLC 2013 (Ateliers Sur La Contradiction), Saint-Etienne, France, Presse des Mines, 2013. ⟨hal-02091583⟩
  • Daniel Salazar, Rodolphe Le Riche, Xavier Bay. An empirical study of the use of confidence levels in RBDO with Monte Carlo simulations. Piotr Breitkopf; Rajan Filomeno Coelho. Multidisciplinary Design Optimization in Computational Mechanics, wiley / ISTE, pp.369-404, 2010. ⟨emse-00436268⟩
  • David Ginsbourger, Rodolphe Le Riche, Laurent Carraro. Kriging is well-suited to parallelize optimization. Yoel Tenne and Chi-Keong Goh. Computational Intelligence in Expensive Optimization Problems, springer, pp.131-162, 2010, Springer series in Evolutionary Learning and Optimization, ⟨10.1007/978-3-642-10701-6_6⟩. ⟨emse-00436126⟩
  • Y. Collette, Nikolaus Hansen, Gilles Pujol, Daniel Salazar Aponte, Rodolphe Le Riche. On Object-Oriented Programming of Optimizers - Examples in Scilab. Rajan Filomeno Coelho and Piotr Breitkopf. Multidisciplinary Design Optimization in Computational Mechanics, Wiley, pp. 499-538, 2010. ⟨inria-00476172⟩
  • David Ginsbourger, Rodolphe Le Riche. Towards Gaussian Process-based Optimization with Finite Time Horizon. Giovagnoli, Alessandra : Atkinson, Anthony C. : Torsney, Bernard : May, Caterina. mODa 9 - Advances in Model-Oriented Design and Analysis, Physica-Verlag HD, p 89 - 96, 2010, Contributions to Statistics, 978-3-7908-2410-0. ⟨10.1007/978-3-7908-2410-0_12⟩. ⟨emse-00680794⟩
  • Rodolphe Le Riche. Préface : Optimisation multidisciplinaire en mécanique 2 : réduction de modèles, robustesse, fiabilité, réalisations logicielles. Optimisation multidisciplinaire en mécanique 2 : réduction de modèles, robustesse, fiabilité, réalisations logicielles, Hermes, pp.Préface, 2009, Mécanique et Ingénierie des Matériaux. ⟨emse-00687624⟩
  • Rodolphe Le Riche. Préface : Optimisation multidisciplinaire en mécanique 1 : démarche de conception, stratégies collaboratives et concourantes, multiniveaux de modèles et de paramètres. Optimisation multidisciplinaire en mécanique 1 : démarche de conception, stratégies collaboratives et concourantes, multiniveaux de modèles et de paramètres, Hermes, pp.Préface, 2009, Mécanique et Ingénierie des Matériaux. ⟨emse-00687631⟩
  • Gilles Pujol, Rodolphe Le Riche, Olivier Roustant, Xavier Bay. L'incertitude en conception : formalisation, estimation. Optimisation Multidisciplinaire de Systèmes Mécaniques 2 : réduction de modèles, robustesse, fiabilité, réalisations logicielles, Hermes publisher, 2009, Mécanique et Ingénierie des Matériaux. ⟨hal-00409905⟩
  • Rodolphe Le Riche, Marc Schoenauer, Michèle Sebag. Un état des lieux de l'optimisation évolutionnaire et de ses implications en sciences pour l'ingénieur. P. Breitkopf and C. Knopf-Lenoir. Modélisation numérique. 2, Défis et perspectives.Traité MIM, série Méthodes numériques et éléments finis, Hermès, pp.187-259, 2007, 978-2-7462-1616-7. ⟨inria-00120733⟩
  • Rodolphe Le Riche. Nager avec plus d'efficacité. Sciences pour l'Ingénieur, Acteur et moteur pour l'innovation, CNRS, p.24, 2005. ⟨emse-00691570⟩
  • Laurent Grosset, Rodolphe Le Riche, Raphael T. Haftka. A Study of the Effects of Dimensionality on Stochastic Hill Climbers and Estimation of Distribution Algorithms. Liardet, Pierre Editor: Collet, Pierre : Fonlupt, Cyril : Lutton, Evelyne : Schoenauer, Marc. Artificial Evolution, Springer Berlin / Heidelberg, p 27 - 38, 2004, Lecture Notes in Computer Science, 978-3-540-21523-3. ⟨10.1007/978-3-540-24621-3_3⟩. ⟨emse-00686907⟩
  • Rodolphe Le Riche, F. Guyon. Dual evolutionary optimization. Collet, Pierre : Fonlupt, Cyril : Hao, Jin-Kao : Lutton, Evelyne : Schoenauer, Marc. Artificial Evolution, 2310, Springer Berlin / Heidelberg, p 139 - 148, 2002, Lecture Notes in Computer Science, 978-3-540-43544-0. ⟨10.1007/3-540-46033-0_23⟩. ⟨hal-00298026⟩

Brevets

  • David Gualandris, Rodolphe Le Riche, Alain Rakotomamonjy. Système d'estimation du couple d'un moteur de véhicule automobile. France, N° de brevet: No. FR20050003748 20050414. 2006. ⟨emse-00680895⟩
  • Xavier Bay, Laurent Dorel, Rodolphe Le Riche, Yves Leclercq, Sébastien Martin, et al.. Régulation de la planéité d'une bande métallique à la sortie d'une cage de laminoir. France, N° de brevet: N° FR20040013753 20041222. 2006. ⟨emse-00686686⟩

Autres publications

  • Diane Villanueva, Rodolphe Le Riche, Gauthier Picard. An agent approach to finding local optima and other ideas about distributed resolution of optimization problems. 2013. ⟨emse-00867508⟩
  • Rodolphe Le Riche. Projet OMD: Optimiser les systèmes complexes en présence d'incertitudes. 2010, p 77. ⟨emse-00686634⟩
  • E. Babuin, Rodolphe Le Riche. Rodolphe Le Riche, un parcours atypique. 2006. ⟨hal-00294798⟩

Pré-publications, Documents de travail

  • Guillaume Perrin, Rodolphe Le Riche. Bayesian optimization with derivatives acceleration. 2023. ⟨hal-04259693⟩
  • Charlie Sire, Didier Rullière, Rodolphe Le Riche, Jérémy Rohmer, Lucie Pheulpin, et al.. Augmented quantization: a general approach to mixture models. 2023. ⟨hal-04209768⟩
  • Charlie Sire, Yann Richet, Rodolphe Le Riche, Didier Rullière, Jérémy Rohmer, et al.. FunQuant: A R package to perform quantization in the context of rare events and time-consuming simulations. 2023. ⟨hal-04189822⟩
  • Stéphanie Mahévas, Victor Picheny, Patrick Lambert, Nicolas Dumoulin, Lauriane Rouan, et al.. A practical guide for conducting calibration and decision-making optimisation with complex ecological models. 2019. ⟨hal-02418667⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoît Enaux, Vincent Herbert. Modeling and Optimization with Gaussian Processes in Reduced Eigenbases - Extended Version. 2019. ⟨emse-02278173⟩
  • Nathaniel B. Price, Mathieu Balesdent, Sebastien Defoort, Rodolphe Le Riche, Nam H. Kim, et al.. Safety-margin-based design and redesign considering mixed epistemic model uncertainty and aleatory parameter uncertainty. 2019. ⟨hal-02171882⟩
  • David Gaudrie, Rodolphe Le Riche, Victor Picheny, Benoît Enaux, Vincent Herbert. Budgeted Multi-Objective Optimization with a Focus on the Central Part of the Pareto Front - Extended Version. 2018. ⟨emse-01891840⟩
  • Rodolphe Le Riche, Alexis Lasseigne, François-Xavier Irisarri. Discrete stochastic optimization with continuous auxiliary variables. 2015. ⟨hal-01149094⟩
  • David Ginsbourger, Rodolphe Le Riche. Towards GP-based optimization with finite time horizon. 2009. ⟨hal-00424309⟩
  • Gustavo Silva, Rodolphe Le Riche, Jérôme Molimard, Alain Vautrin. Exact and efficient interpolation using finite elements shape functions. 2007. ⟨hal-00122640v2⟩

Rapports

  • 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⟩
  • Hossein Mohammadi, Rodolphe Le Riche, Nicolas Durrande, Eric Touboul, Xavier Bay. An analytic comparison of regularization methods for Gaussian Processes. [Research Report] Ecole Nationale Supérieure des Mines de Saint-Etienne; LIMOS. 2017. ⟨hal-01264192v4⟩
  • Hossein Mohammadi, Rodolphe Le Riche, Eric Touboul. Small ensembles of kriging models for optimization. [Research Report] LIMOS; Ecole National Supérieure des Mines de Saint-Etienne. 2016. ⟨hal-01285225⟩
  • Victor Picheny, Rodolphe Le Riche. Revisiting the paper helicopter project using an adaptive surrogate-based approach. [University works] INRA MIA-T; Ecole des Mines de Saint Etienne (EMSE). 2015. ⟨hal-01116601⟩
  • Hossein Mohammadi, Rodolphe Le Riche, Eric Touboul. A detailed analysis of kernel parameters in Gaussian process-based optimization. [Technical Report] Ecole Nationale Supérieure des Mines; LIMOS. 2015. ⟨hal-01246677v2⟩
  • Ramunas Girdziusas, Rodolphe Le Riche, Fabien Viale, David Ginsbourger. Parallel Budgeted Optimization Applied to the Design of an Air Duct. 2012. ⟨hal-00723427v2⟩
  • Janis Janusevskis, Rodolphe Le Riche, David Ginsbourger. Parallel expected improvements for global optimization: summary, bounds and speed-up. 2011. ⟨hal-00613971⟩
  • Janis Janusevskis, Rodolphe Le Riche. Robust optimization of a 2D air conditioning duct using kriging. [Research Report] Mines Saint-Etienne. 2011. ⟨hal-00566285⟩
  • David Ginsbourger, Janis Janusevskis, Rodolphe Le Riche. Dealing with asynchronicity in parallel Gaussian Process based global optimization. [Research Report] Mines Saint-Etienne. 2011. ⟨hal-00507632⟩
  • Janis Janusevskis, Rodolphe Le Riche. Simultaneous kriging-based sampling for optimization and uncertainty propagation. 2010. ⟨hal-00506957⟩
  • Rodolphe Le Riche. OMD : Optimisation MultiDisciplinaire. [Rapport de recherche] Mines Saint-Etienne. 2010. ⟨emse-00687601⟩
  • Rodolphe Le Riche, A. Meyer. Optimisation de transmissions de puissance par engrenages. [Rapport de recherche] Mines Saint-Etienne. 2009. ⟨emse-00687618⟩
  • David Ginsbourger, Rodolphe Le Riche, Laurent Carraro. A Multi-points Criterion for Deterministic Parallel Global Optimization based on Gaussian Processes. 2008. ⟨hal-00260579⟩
  • Rodolphe Le Riche, Alexandre Boyer, Joël Monnatte, Jérôme Molimard, Gustavo Silva. Préconception d'arcs à relâchement d'effort. [Rapport de recherche] Mines Saint-Etienne. 2008. ⟨emse-00687638⟩
  • G. Pujol, Rodolphe Le Riche. Description de l'architecture Scilab pour le projet RNTL/OMD. [Rapport de recherche] Mines Saint-Etienne. 2008. ⟨emse-00691548⟩
  • Rodolphe Le Riche, Xavier Bay. Régulation de planéité par critère crête-à-crête. [Rapport de recherche] Mines Saint-Etienne. 2004. ⟨emse-00691573⟩
  • Alain Rakotomamonjy, Rodolphe Le Riche, David Gualandris. Reconstruction de couple moteur par apprentissage statistique. [Rapport de recherche] Mines Saint-Etienne. 2004. ⟨emse-00691596⟩
  • M. Luersen, Rodolphe Le Riche, Eric Breier. Identification de la position des sauts de plis lors d'un changement de tissu dans la fabrication des monopalmes. [Rapport de recherche] Mines Saint-Etienne. 2004. ⟨emse-00691589⟩
  • Rodolphe Le Riche. Assistance de maintenance et développement de LAMKIT. [Rapport de recherche] Mines Saint-Etienne. 2003. ⟨emse-00691626⟩
  • Rodolphe Le Riche. Identification de la diffusion dans LAMKIT. [Rapport de recherche] Mines Saint-Etienne. 2003. ⟨emse-00691624⟩
  • Marco Antonio Luersen, Rodolphe Le Riche, O. Le Maitre. Optimisation de monopalmes de nage. [Rapport de recherche] Mines Saint-Etienne. 2003. ⟨hal-00939186⟩
  • Rodolphe Le Riche. Identification de cycles de vieillissement hydrique accélérés. [Rapport de recherche] Mines Saint-Etienne. 2003. ⟨emse-00691630⟩
  • Rodolphe Le Riche, Olivier Le Maitre, M. Luersen, Jacques Besson, A. Sorbier. Optimisation de palmes de nage en matériaux composites. [Rapport de recherche] Mines Saint-Etienne. 2002. ⟨emse-00691653⟩
  • Rodolphe Le Riche, E Souza de Curci, G Cailletaud, S Canu. Modélisation de Lois de Comportement par Réseaux de Neurones : Bilan d'une année de pluriformation INSA de Rouen / ENSMP. [Rapport de recherche] INSA Rouen; Ecole Nationale Supérieure des Mines de Paris. 1998. ⟨hal-03650276⟩

Habilitations à diriger des recherches

  • Rodolphe Le Riche. Global Optimization of Mechanical Systems. Engineering Sciences [physics]. Ecole Nationale Supérieure des Mines de Saint-Etienne, 2008. ⟨tel-00476005⟩

Cours

  • Rodolphe Le Riche. Bayesian and evolutionary optimization: searching from both sides. École thématique. research seminar of the Hasso Plattner Institut, Hasso Plattner Institut, Potsdam, Germany. 2023. ⟨hal-04157952⟩
  • Rodolphe Le Riche, Charlie Sire. Introduction to Global Optimization. Master. France. 2021. ⟨hal-03500652v2⟩
  • Rodolphe Le Riche, Dédji Brian Whannou, Espéran Padonou. An introduction to optimization for machine learning. DEUG. Cotonou, Benin. 2021. ⟨hal-03345681v2⟩
  • Rodolphe Le Riche. Optimization under uncertainties: an overview with a focus on Gaussian processes. Doctoral. Porquerolles, France. 2019. ⟨cel-02285533⟩
  • Rodolphe Le Riche, Nicolas Durrande. An overview of kriging for researchers. Doctoral. Porquerolles, France. 2019. ⟨cel-02285439v2⟩
  • Rodolphe Le Riche. A comparative introduction to two optimization classics: the Nelder-Mead and the CMA-ES algorithms. Doctoral. La Rochelle, France. 2018. ⟨cel-02091527⟩
  • Nicolas Durrande, Rodolphe Le Riche. Introduction to Gaussian Process Surrogate Models. École thématique. France. 2017. ⟨cel-01618068⟩
  • Rodolphe Le Riche. Surrogates and (mono-objective) optimization: a long-term relationship. DEA. France. 2016. ⟨cel-01281650⟩
  • Rodolphe Le Riche. A review of optimization methods for the identification of complex models. Doctoral. France. 2014. ⟨cel-01081272⟩
  • Rodolphe Le Riche. Robust optimization : formulation, kriging and evolutionary approaches. Doctoral. France. 2014. ⟨cel-01081293⟩
  • Rodolphe Le Riche. Introduction to kriging. Doctoral. France. 2014. ⟨cel-01081304⟩