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12h – 13h30 |
Registration
Lunch |
13h30 – 14h |
Welcome address |
14h – 15h |
Keynote speaker - D. Steinberg (Tel Aviv University, Israël)
An overview of computer experiments
— Slides
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15h – 16h30 |
Session 1: Stochastic interpolation models & Splines (Chairman : G. Vicario)
- T. Muhlenstadt, S. Kuhnt « Comparing different interpolation methods on two dimensional test functions »
- F. de Crécy, N. Durrande, A. Reinhardt, S. Joblot, C. Helbert « Design and Analysis of Computer Experiments for Bulk Acoustic Wave filters:Comparison of several types of Designs and Comparison of Kriging versus Pseudo-cubic Thin-plate type Spline » [Abstract — Paper — Slides ]
- M. Ratto, A. Pagano « Recursive identification of smoothing spline ANOVA models » [Abstract — Paper — Slides ]
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Coffee break |
17h – 18h30 |
Session 2: Case studies - 1 (Chairman : B. Iooss)
- B.M. Parker « Design of Computer Experiments for Packet Communication Networks » [Abstract — Paper]
- M. Canaud, F. Wahl, C. Helbert « Design of experiments for smoke depollution from the output of diesel engine » [Abstract — Paper — Slides ]
- H. Kracker, S. Kuhnt « Computer model calibration for springback prediction in sheet metal forming »[Abstract ]
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9h – 10h30 |
Session 3: Space-Filling Designs (Chairman : J.M. Azaïs)
- A. Jourdan, J. Franco « Kullback-Leibler designs » [Abstract — Slides ]
- G. Pistone, G. Vicario « Comparing and generating Latin Hypercube designs in Kriging models » [Abstract — Paper — Slides ]
- W.G. Muller « Towards an Equivalence Theorem for Computer Simulation Experiments » [Abstract — Slides ]
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Coffee break |
11h – 12h30 |
Session 4: High dimension, with GDR MASCOT Num (Chairman : D. Steinberg)
- J.M. Azaïs « Computation of Very High Dimensional integrals by Quasi Monte-Carlo methods » [Abstract ]
- A. Marrel « Gaussian Process Metamodel and Wavelet Decomposition for Sensitivity Analysis of a Functional Output of Computer Code » [Abstract — Slides ]
- A. Ribes, S. Planton « Inference and covariance matrix in large dimension » [Abstract ]
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Lunch |
14h – 15h |
Keynote speaker - S. Canu (INSA Rouen, France)
A lecture on kernel methods
— Slides |
15h – 16h |
Session 5: Optimization (Chairman : R. Le Riche)
- H. Langouët « Optimization without derivatives under constraints : with surrogate quadratic models in a trust region » [Abstract — Paper ]
- G. Rudolph, M. Preuss, and J. Quadflieg, « Two-layered Surrogate Modeling for Tuning Optimization Metaheuristics » [Abstract — Paper— Slides ]
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16 h – 17h |
Poster Session
- S. Varet, S. Lefebvre, G. Durand, A. Roblin and S. Cohen, « Sequence construction for integral estimation » [Abstract — Slides]
- J. Giorla, J. Garnier, A. Masson, F. Poggi, R. Quach, P. Seytor, « Robustness Analysis of an Inertial Fusion Target using the Design of Computer Experiments Approach » [Abstract ]
- B. Gandar, G. Loosli, G. Deffuant, « How to generate data for approximating multidimensional surfaces ? Application to the approximation of viability kernels » [Abstract — Paper — Slides ]
- M. Feddag, D. Woods, V. Rapley, « Weighted space-filling designs for dependent variables with application to deterministic computer code » [Abstract — Slides ]
- N. Durrande, P. Renard, D. Ginsbourger, « A clustering method for uncertainty propagation applied to CO2 sequestration » ]
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Gala dinner at La Jasserie in the "Parc naturel du Pilat" |
8h30 – 9h30 |
Keynote speaker - B. Iooss (Commissariat à l’Energie Atomique, France)
Statistical analysis of simulation experiments: challenges for industrial applications
— Slides
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9h30 – 10h30 |
Session 6: Case studies - 2 (Chairman : J. Kunert)
- S. Lefebvre, A. Roblin, S. Varet, A. Durand « Statistical Estimation of Aircraft Infrared Signature Dispersion » [Abstract — Paper — Slides ]
- T. Wagner, C. Bröcker, N. Saba, D. Biermann, A. Matzenmiller, K. Steinhoff « Analysis of a Thermomechanically Coupled Forming Process Using Enhanced Design and Analysis of Computer Experiments » [Abstract ]
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Coffee break |
11h – 12h |
Session 7: Machine learning & Uncertainty modelling
(Chairman : W.G. Müller)
- O. Kramer, « Evolutionary Unsupervised Kernel Regression » [Abstract ]
- J. Baccou, E. Chojnacki, S. Destercke, « Combining Probability and Possibility to Respect the Evaluation of Safety Margins » [Abstract — Paper— Slides
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Lunch (in or take away) |