P. Richards, A. Johnson, and A. Stanton, America's Cup downwind sails???vertical wings or horizontal parachutes?, S0167610501001350, bluff Body Aerodynamics and Applica- tions, pp.14-15, 2001.
DOI : 10.1016/S0167-6105(01)00135-0

F. Hueber, G. Caponnetto, and C. Poloni, A Passively Morphing Trailing Edge Concept for Sailing Hydrofoil, 2017.
DOI : 10.20944/preprints201706.0080.v1

A. Ribeiro, A. Awruch, and H. Gomes, An airfoil optimization technique for wind turbines, Applied Mathematical Modelling, vol.36, issue.10, pp.4898-4907, 2012.
DOI : 10.1016/j.apm.2011.12.026

D. Srinath and S. , Optimal aerodynamic design of airfoils in unsteady viscous flows, Computer Methods in Applied Mechanics and Engineering, vol.199, issue.29-32, pp.29-32, 2010.
DOI : 10.1016/j.cma.2010.02.016

W. Li, L. Huyse, and S. Padula, Robust airfoil optimization to achieve drag reduction over a range of Mach numbers, Structural and Multidisciplinary Optimization, pp.38-50, 2002.

D. I. Papadimitriou and C. Papadimitriou, Aerodynamic shape optimization for minimum robust drag and lift reliability constraint, Aerospace Science and Technology, vol.55, pp.24-33, 2016.
DOI : 10.1016/j.ast.2016.05.005

Y. Inukai, K. Horiuchi, T. Kinoshita, H. Kanou, and H. Itakura, Development of a single-handed hydrofoil sailing catamaran, Journal of Marine Science and Technology, vol.6, issue.1, pp.31-41, 2001.
DOI : 10.1007/s007730170005

M. Kandasamy, D. Peri, S. K. Ooi, P. Carrica, F. Stern et al., Multi-fidelity optimization of a high-speed foil-assisted semi-planing catamaran for low wake, Journal of Marine Science and Technology, vol.55, issue.2, pp.143-156, 2011.
DOI : 10.1002/fld.1499

R. Duvigneau and M. Visonneau, Hydrodynamic design using a derivative-free method, Structural and Multidisciplinary Optimization, pp.195-205, 2004.

M. Sedlar, B. Ji, T. Kratky, T. Rebok, and R. Huzlik, Numerical and experimental investigation of three-dimensional cavitating flow around the straight NACA2412 hydrofoil, Ocean Engineering, vol.123, pp.123-357, 2016.
DOI : 10.1016/j.oceaneng.2016.07.030

J. Leroux, O. Coutier-delgosha, and J. A. Astolfi, A joint experimental and numerical study of mechanisms associated to instability of partial cavitation on two-dimensional hydrofoil, Physics of Fluids, vol.78, issue.5, 2005.
DOI : 10.1088/1468-5248/3/1/058

URL : https://hal.archives-ouvertes.fr/hal-00021404

O. Coutier-delgosha, F. Deniset, J. A. Astolfi, and J. Leroux, Numerical Prediction of Cavitating Flow on a Two-Dimensional Symmetrical Hydrofoil and Comparison to Experiments, Journal of Fluids Engineering, vol.115, issue.3, pp.279-292, 2007.
DOI : 10.1063/1.869505

A. Ducoin, F. Deniset, J. A. Astolfi, and J. Sigrist, Numerical and experimental investigation of hydrodynamic characteristics of deformable hydrofoils, Journal of Ship research, vol.53, issue.4, pp.214-226, 2009.

D. T. Akcabay, E. J. Chae, Y. L. Young, A. Ducoin, and J. A. Astolfi, Cavity induced vibration of flexible hydrofoils, Journal of Fluids and Structures, vol.49, pp.463-484, 2014.
DOI : 10.1016/j.jfluidstructs.2014.05.007

URL : https://hal.archives-ouvertes.fr/hal-01087334

Q. Wei, H. Xun, C. , and R. Zhang, Numerical research on the performances of slot hydrofoil, Journal of Hydrodynamics, Ser. B, vol.130, issue.7, pp.105-111, 2015.
DOI : 10.1115/1.2960953

M. Drela, XFOIL: An Analysis and Design System for Low Reynolds Number Airfoils, pp.1-12978, 1989.
DOI : 10.1007/978-3-642-84010-4_1

M. Durand, A. Leroyer, C. Lothodé, F. Hauville, M. Visonneau et al., FSI investigation on stability of downwind sails with an automatic dynamic trimming, Ocean Engineering, vol.90, pp.90-129, 2014.
DOI : 10.1016/j.oceaneng.2014.09.021

URL : https://hal.archives-ouvertes.fr/hal-01158837

T. Simpson, J. Poplinski, N. P. Koch, and J. Allen, Metamodels for Computer-based Engineering Design: Survey and recommendations, Engineering with Computers, vol.17, issue.2, pp.129-150, 2001.
DOI : 10.1007/PL00007198

URL : http://hdl.handle.net/2060/19990087092

J. P. Kleijnen, Kriging metamodeling in simulation: A review, European Journal of Operational Research, vol.192, issue.3, pp.707-716, 2009.
DOI : 10.1016/j.ejor.2007.10.013

D. R. Jones, M. Schonlau, and W. J. Welch, Efficient Global Optimization of Expensive Black-Box Functions, Journal of Global Optimization, vol.13, issue.4, pp.455-492, 1998.
DOI : 10.1023/A:1008306431147

M. Jeong, K. Murayama, and . Yamamoto, Efficient Optimization Design Method Using Kriging Model, Journal of Aircraft, vol.2, issue.2, pp.413-420, 2005.
DOI : 10.2514/3.12533

B. Glaz, P. P. Friedmann, and L. Liu, Helicopter Vibration Reduction throughout the Entire Flight Envelope Using Surrogate-Based Optimization, Journal of the American Helicopter Society, vol.54, issue.1, p.12007, 2009.
DOI : 10.4050/JAHS.54.012007

M. Aghajari and . Schäfer, Efficient shape optimization for fluid???structure interaction problems, Journal of Fluids and Structures, vol.57, pp.298-313, 2015.
DOI : 10.1016/j.jfluidstructs.2015.06.011

M. Sacher, F. Hauville, R. Duvigneau, O. L. Maître, N. Aubin et al., Efficient optimization procedure in non-linear fluid-structure interaction problem: Application to mainsail trimming in upwind conditions, Journal of Fluids and Structures, vol.69, pp.209-231, 2017.
DOI : 10.1016/j.jfluidstructs.2016.12.006

URL : https://hal.archives-ouvertes.fr/hal-01589317

A. Basudhar, C. Dribusch, S. Lacaze, and S. Missoum, Constrained efficient global optimization with support vector machines, Structural and Multidisciplinary Optimization, pp.201-221, 2012.
DOI : 10.1007/s00158-011-0745-5

J. Suykens and J. Vandewalle, Least Squares Support Vector Machine Classifiers, Neural Processing Letters, vol.9, issue.3, pp.293-300, 1999.
DOI : 10.1023/A:1018628609742

. Hansen, The CMA Evolution Strategy: A Comparing Review, in: Towards a new evolutionary computation, pp.75-102, 2006.

D. Huang, T. T. Allen, W. I. Notz, and N. Zheng, Global Optimization of Stochastic Black-Box Systems via Sequential Kriging Meta-Models, Journal of Global Optimization, vol.25, issue.1, pp.441-466, 2006.
DOI : 10.2307/1269769

M. Schonlau, Computer Experiments and Global Optimization, 1997.

V. Vapnik, The nature of statistical learning theory, 1995.

G. C. Cawley, Leave-one-out cross-validation based model selection criteria for weighted LS-SVMs, The 2006 IEEE International Joint Conference on Neural Network Proceedings, IEEE, pp.1661-1668, 2006.

M. Allen, The Relationship Between Variable Selection and Data Agumentation and a Method for Prediction, Technometrics, vol.23, issue.3, pp.125-127, 1974.
DOI : 10.2307/1267352

G. C. Cawley and N. L. Talbot, Efficient leave-one-out cross-validation of kernel fisher discriminant classifiers, Pattern Recognition, vol.36, issue.11, pp.2585-2592, 2003.
DOI : 10.1016/S0031-3203(03)00136-5

B. Van-calster, J. Luts, J. A. Suykens, G. Condous, T. Bourne et al., Proceedings, Part II, chap. Comparing Methods for Multi-class Probabilities in Medical Decision Making Using LS-SVMs and Kernel Logistic Regression, Artificial Neural Networks ? ICANN 2007: 17th International Conference, pp.139-148, 2007.

J. C. Platt, Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods Advances in large margin, pp.61-74, 1999.

H. Lin, C. Lin, and R. C. Weng, A note on Platt???s probabilistic outputs for support vector machines, Machine Learning, vol.23, issue.1, pp.267-276, 2007.
DOI : 10.1007/b98874

D. V. Arnold and N. Hansen, A (1+1)-CMA-ES for constrained optimisation, Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference, GECCO '12, pp.297-304, 2012.
DOI : 10.1145/2330163.2330207

URL : https://hal.archives-ouvertes.fr/hal-00696268

T. Bäck and H. P. Schwefel, An Overview of Evolutionary Algorithms for Parameter Optimization, Evolutionary Computation, vol.1, issue.1, pp.1-23, 1993.
DOI : 10.1162/evco.1993.1.1.1

L. Piegl and W. Tiller, The NURBS Book, 1997.

W. Wang, H. Pottmann, and Y. Liu, Fitting B-spline curves to point clouds by curvature-based squared distance minimization, ACM Transactions on Graphics, vol.25, issue.2, pp.214-238, 2006.
DOI : 10.1145/1138450.1138453

J. Van-ingen, The eN Method for Transition Prediction. Historical Review of Work at TU Delft, 38th Fluid Dynamics Conference and Exhibit, pp.1-49, 2008.
DOI : 10.1017/S0022112065001647

J. Morgado, R. Vizinho, M. Silvestre, and J. Páscoa, XFOIL vs CFD performance predictions for high lift low Reynolds number airfoils, Aerospace Science and Technology, vol.52, pp.207-214, 2016.
DOI : 10.1016/j.ast.2016.02.031

D. Macphee and A. Beyene, Fluid-structure interaction of a morphing symmetrical wind turbine blade subjected to variable load, International Journal of Energy Research, vol.9, issue.2, pp.69-79, 1925.
DOI : 10.1016/0020-7403(67)90053-7

M. Durand, Interaction fluide-structure souple et légère, application aux voiliers, 2012.

P. Pedersen, Some properties of linear strain triangles and optimal finite element models, International Journal for Numerical Methods in Engineering, vol.II, issue.4, pp.415-429, 1973.
DOI : 10.1002/nme.1620070402

F. R. Menter, R. Langtry, S. Likki, Y. Suzen, P. Huang et al., A Correlation-Based Transition Model Using Local Variables???Part I: Model Formulation, Journal of Turbomachinery, vol.5, issue.3, pp.413-422, 2006.
DOI : 10.1115/1.1340623

C. Park, R. T. Haftka, and N. H. Kim, Remarks on multi-fidelity surrogates, Structural and Multidisciplinary Optimization, pp.1-22, 2016.