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Journal Articles
J. Li, Bouhlel, M. Amine, and Martins, J. R. R. A., Data-based Approach for Fast Airfoil Analysis and Optimization, Journal of Aircraft, vol. 57, p. 581--596, 2018.PDF icon airfoil_preprint.pdf (6.34 MB)
M. Amine Bouhlel, Bartoli, N., Regis, R., Otsmane, A., and Morlier, J., Efficient global optimization for high-dimensional constrained problems by using the Kriging models combined with the partial least squares method, Engineering Optimization, 2018.File tandf_geno20AxA_1.bib (645 bytes)
M. Amine Bouhlel and Martins, J. R. R. A., Gradient-enhanced kriging for high-dimensional problems, Engineering with Computers, 2018.PDF icon gekpls_mdolab_version.pdf (556.05 KB)
M. Amine Bouhlel, Bartoli, N., Morlier, J., and Otsmane, A., An Improved Approach for Estimating the Hyperparameters of the Kriging Model for High-Dimensional Problems through the Partial Least Squares Method, Mathematical Problems in Engineering, vol. vol. 2016, Article ID 6723410, 2016.
M. Amine Bouhlel, Bartoli, N., Otsmane, A., and Morlier, J., Improving kriging surrogates of high-dimensional design models by Partial Least Squares dimension reduction, Structural and Multidisciplinary Optimization, vol. 53, pp. 935–952, 2016.
M. Amine Bouhlel, Hwang, J. T., Bartoli, N., Lafage, R., Morlier, J., and Martins, J. R. R. A., A Python surrogate modeling framework with derivatives, Advance in Engineering Software, 2019.PDF icon preprint_SMT.pdf (1.99 MB)