Bergou, E., Chada, N. K., & Diouane, Y. (2024). A Stochastic iteratively regularized Gauss–Newton method. Inverse Problems, 015005 (22 pages).
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Diouane, Youssef

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Diouane, Youssef
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Communication de conférence (18)
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Youssef Diouane (53)
- Articles de revue (25)
- 2024
Article de revue Article de revue Tfaily, A., Diouane, Y., Bartoli, N., & Kokkolaras, M. (2024). Bayesian optimization with hidden constraints for aircraft design. Structural and Multidisciplinary Optimization, 67, 13 (18 pages).Article de revue Priem, R., Diouane, Y., Bartoli, N., Dubreuil, S., & Saves, P. (2024). High-Dimensional Bayesian Optimization Using Both Random and Supervised Embeddings. AIAA Journal, 1-13.Article de revue Saves, P., Diouane, Y., Bartoli, N., Lefèbvre, T., & Morlier, J. (2024). High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft. Structural and Multidisciplinary Optimization, 67, 81 (22 pages).Article de revue Diouane, Y., Kungurtsev, V., Rinaldi, F., & Zeffiro, D. (2024). Inexact direct-search methods for bilevel optimization problems. Computational Optimization and Applications, 22-22.Article de revue Saves, P., Lafage, R., Bartoli, N., Diouane, Y., Bussemaker, J., Lefèbvre, T., Hwang, J. T., Morlier, J., & Martins, J. R. R. A. (2024). SMT 2.0: A Surrogate Modeling Toolbox with a focus on hierarchical and mixed variables Gaussian processes. Advances in Engineering Software, 188, 103571 (16 pages).
- 2023
Article de revue Saves, P., Diouane, Y., Bartoli, N., Lefebvre, T., & Morlier, J. (2023). A mixed-categorical correlation kernel for Gaussian process. Neurocomputing, 550, 126472 (14 pages).Article de revue Goux, O., Gürol, S., Weaver, A. T., Diouane, Y., & Guillet, O. (2023). Impact of correlated observation errors on the conditioning of variational data assimilation problems. Numerical Linear Algebra with Applications, 35 pages.Article de revue Diouane, Y., Picheny, V., Riche, R. L., & Perrotolo, A. S. D. (2023). TREGO: a trust-region framework for efficient global optimization. Journal of Global Optimization, 86(1), 1-23.
- 2022
Article de revue Barjhoux, P.-J., Diouane, Y., Grihon, S., & Morlier, J. (2022). An outer approximation bi-level framework for mixed categorical structural optimization problems. Structural and Multidisciplinary Optimization, 65(8), 214 (20 pages).Article de revue Bergou, E. H., Diouane, Y., Kungurtsev, V., & Royer, C. W. (2022). A Stochastic Levenberg--Marquardt Method Using Random Models with Complexity Results. SIAM/ASA Journal on Uncertainty Quantification, 10(1), 507-536.Article de revue Bergou, E. H., Diouane, Y., Kunc, V., Kungurtsev, V., & Royer, C. W. (2022). A subsampling line-search method with second-order results. INFORMS Journal on Optimization, 4(4), 403-425.
- 2021
Article de revue Diouane, Y. (2021). A merit function approach for evolution strategies. EURO Journal on Computational Optimization, 9, 100001 (13 pages).Article de revue Bergou, E. H., Diouane, Y., Kungurtsev, V., & Royer, C. W. (2021). A Nonmonotone Matrix-Free Algorithm for Nonlinear Equality-Constrained Least-Squares Problems. SIAM Journal on Scientific Computing, 43(5), S743-S766.Article de revue Karabaş, U., Diouane, Y., & Douvenot, R. (2021). A Variational Adjoint Approach on Wide-Angle Parabolic Equation for Refractivity Inversion. IEEE Transactions on Antennas and Propagation, 69(8), 4861-4870.Article de revue Bergou, E.-H., Diouane, Y., & Kungurtsev, V. (2021). Complexity iteration analysis for strongly convex multi-objective optimization using a Newton path-following procedure. Optimization Letters, 15(4), 1215-1227.Article de revue Custódio, A. L., Diouane, Y., Garmanjani, R., & Riccietti, E. (2021). Worst-Case Complexity Bounds of Directional Direct-Search Methods for Multiobjective Optimization. Journal of Optimization Theory and Applications, 188(1), 73-93.
- 2020
Article de revue Barjhoux, P.-J., Diouane, Y., Grihon, S., Bettebghor, D., & Morlier, J. (2020). A bi-level methodology for solving large-scale mixed categorical structural optimization. Structural and Multidisciplinary Optimization, 62(1), 337-351.Article de revue Bergou, E. H., Diouane, Y., & Kungurtsev, V. (2020). Convergence and Complexity Analysis of a Levenberg–Marquardt Algorithm for Inverse Problems. Journal of Optimization Theory and Applications, 185(3), 927-944.Article de revue Priem, R., Bartoli, N., Diouane, Y., & Sgueglia, A. (2020). Upper trust bound feasibility criterion for mixed constrained Bayesian optimization with application to aircraft design. Aerospace Science and Technology, 105, 105980 (24 pages).
- 2018
Article de revue Bergou, E. H., Diouane, Y., & Gratton, S. (2018). A Line-Search Algorithm Inspired by the Adaptive Cubic Regularization Framework and Complexity Analysis. Journal of Optimization Theory and Applications, 178(3), 885-913.
- 2017
Article de revue Bergou, E., Diouane, Y., & Gratton, S. (2017). On the use of the energy norm in trust-region and adaptive cubic regularization subproblems. Computational Optimization and Applications, 68(3), 533-554.
- 2016
Article de revue Diouane, Y., Gratton, S., Vasseur, X., Vicente, L. N., & Calandra, H. (2016). A parallel evolution strategy for an earth imaging problem in geophysics. Optimization and Engineering, 17(1), 3-26.
- 2015
Article de revue Diouane, Y., Gratton, S., & Vicente, L. N. (2015). Globally convergent evolution strategies. Mathematical Programming, 152(1), 467-490.Article de revue Diouane, Y., Gratton, S., & Vicente, L. N. (2015). Globally convergent evolution strategies for constrained optimization. Computational Optimization and Applications, 62(2), 323-346.
- 2024
- Communications de conférence (18)
- 2025
Communication de conférence Saves, P., Nguyen Van, E., Bartoli, N., Lefèbvre, T., Diouane, Y., & Morlier, J. (janvier 2025). Sustainable Eco-Design of Hybrid-Electric Aircraft via Bayesian Optimization with Mixed Hierarchical Variables [Communication écrite]. Towards Sustainable Aviation Summit 2025, Toulouse, France.
- 2023
Communication de conférence Tfaily, A., Kokkolaras, M., Bartoli, N., & Diouane, Y. (juin 2023). Efficient Acquisition Functions for Bayesian Optimization in the Presence of Hidden Constraints [Communication écrite]. AIAA AVIATION 2023 Forum, San Diego, CA, USA.Communication de conférence Priem, R., Bartoli, N., Diouane, Y., Dubreuil, S., & Saves, P. (juin 2023). High-dimensional efficient global optimization using both random and supervised embeddings [Communication écrite]. AIAA AVIATION 2023 Forum, San Diego, CA, USA.Communication de conférence Bartoli, N., Lefebvre, T., Lafage, R., Saves, P., Diouane, Y., Morlier, J., Bussemaker, J. H., Donelli, G., Gomes de Mello, J. M., Mandorino, M., & Della Vecchia, P. (juillet 2023). Multi-objective bayesian optimization with mixed-categorical design variables for expensive-to-evaluate aeronautical applications [Communication écrite]. 2023 ECCOMAS Thematic Conference on Mutlidisciplinary Design Optimization of Aerospace Systems (AEROBEST 2023), Lisboa, Portugal (600 pages).
- 2022
Communication de conférence Saves, P., Diouane, Y., Bartoli, N., Lefèbvre, T., & Morlier, J. (juin 2022). A general square exponential kernel to handle mixed-categorical variables for Gaussian process [Communication écrite]. AIAA AVIATION 2022 Forum, Chicago, IL, USA.Communication de conférence Diouane, Y., Lucchi, A., & Patil, V. (mars 2022). A globally convergent evolutionary strategy for stochastic constrained optimization with applications to reinforcement learning [Communication écrite]. 25th International Conference on Artificial Intelligence and Statistics (AISTATS 2022).Communication de conférence Rufato, R. C., Diouane, Y., Henry, J., Ahlfeld, R., & Morlier, J. (juin 2022). A mixed-categorical data-driven approach for prediction and optimization of hybrid discontinuous composites performance [Communication écrite]. AIAA AVIATION 2022 Forum, Chicago, IL, USA.Communication de conférence Grapin, R., Diouane, Y., Morlier, J., Bartoli, N., Lefèbvre, T., Saves, P., & Bussemaker, J. H. (juin 2022). Constrained multi-objective bayesian optimization with application to aircraft design [Communication écrite]. AIAA AVIATION 2022 Forum, Chicago, Illinois.Communication de conférence Saves, P., Bartoli, N., Diouane, Y., Lefèbvre, T., Morlier, J., David, C., Nguyen Van, E., & Defoort, S. (janvier 2022). Multidisciplinary design optimization with mixed categorical variables for aircraft design [Communication écrite]. AIAA SCITECH 2022 Forum, San Diego, CA, USA.
- 2021
Communication de conférence Karabaş, U., Diouane, Y., & Douvenot, R. (mars 2021). A Multiscale Parametrization for Refractivity Estimation in the Troposphere [Communication écrite]. 15th European Conference on Antennas and Propagation (EuCAP 2021), Düsseldorf, Germany (5 pages).Communication de conférence Saves, P., Bartoli, N., Diouane, Y., Lefebvre, T., Morlier, J., David, C., Van, E., & Defoort, S. (juillet 2021). Constrained Bayesian Optimization Over Mixed Categorical Variables, With Application to Aircraft Design [Communication écrite]. AeroBest 2021, Lisbonne, Portugal.Communication de conférence Anagnostidis, S.-K., Lucchi, A., & Diouane, Y. (avril 2021). Direct-Search for a Class of Stochastic Min-Max Problems [Communication écrite]. 24th International Conference on Artificial Intelligence and Statistics (AISTATS 2021).
- 2020
Communication de conférence Priem, R., Gagnon, H., Chittick, I., Dufresne, S., Diouane, Y., & Bartoli, N. (juin 2020). An efficient application of Bayesian optimization to an industrial MDO framework for aircraft design [Communication écrite]. Multidisciplinary Analysis and Optimization Conference (AIAA AVIATION 2020 FORUM).Communication de conférence Karabaş, U., Diouane, Y., & Douvenot, R. (mars 2020). On the Use of Adjoint Methods for Refractivity Estimation in the Troposphere [Communication écrite]. 14th European Conference on Antennas and Propagation (EuCAP 2020) (5 pages).
- 2019
Communication de conférence Priem, R., Bartoli, N., & Diouane, Y. (juin 2019). On the Use of Upper Trust Bounds in Constrained Bayesian Optimization Infill Criteria [Communication écrite]. Multidisciplinary Analysis and Optimization Conference (AIAA Aviation 2019 Forum), Dallas, TX, USA.
- 2018
Communication de conférence Barjhoux, P.-J., Diouane, Y., Grihon, S., Bettebghor, D., & Morlier, J. (juin 2018). A Bilevel Methodology for solving a Structural Optimization Problem with both Continuous and Categorical Variables [Communication écrite]. Multidisciplinary Analysis and Optimization Conference (AIAA AVIATION Forum 2018), Atlanta, Georgia, USA.
- 2017
Communication de conférence Barjhoux, P.-J., Diouane, Y., Grihon, S., Bettebghor, D., & Morlier, J. (juin 2017). Mixed Variable Structural Optimization: Toward an Efficient Hybrid Algorithm [Communication écrite]. 12th World Congress of Structural and Multidisciplinary Optimization (WCSMO 2017), Braunschweig, Germany.
- 2014
Communication de conférence Diouane, Y., Calandra, H., Gratton, S., & Vasseur, X. (septembre 2014). A Parallel Evolution Strategy for Acoustic Full-Waveform Inversion [Communication écrite]. EAGE Workshop on High Performance Computing for Upstream, Chania, Crete, Greece.
- 2025
- Rapports (7)
- 2024
Rapport Scotto Di Perrotolo, A., Diouane, Y., Gürol, S., & Vasseur, X. (2024). A general error analysis for randomized low-rank approximation with application to data assimilation. (Rapport technique n° G-2024-31).Rapport Hallé-Hannan, E., Audet, C., Diouane, Y., Le Digabel, S., & Saves, P. (2024). A graph-structured distance for heterogeneous datasets with meta variables. (Rapport technique n° G-2024-33).Rapport Diouane, Y., Gürol, S., Mouhtal, O., & Orban, D. (2024). An efficient scaled spectral preconditioner for sequences of symmetric positive definite linear systems. (Rapport technique n° G-2024-66).Rapport Diouane, Y., Golier, M., & Orban, D. (2024). A nonsmooth exact penalty method for equality-constrained optimization : complexity and implementation. (Rapport technique n° G-2024-55).Rapport Diouane, Y., Laghdaf Habiboullah, M., & Orban, D. (2024). A proximal modified quasi-Newton method for nonsmooth regularized optimization. (Rapport technique n° G-2024-64).Rapport Tfaily, A., Diouane, Y., Bartoli, N., & Kokkolaras, M. (2024). Bayesian optimization with hidden constraints for aircraft design. (Rapport technique n° G-2024-10).Rapport Diouane, Y., Laghdaf Habiboullah, M., & Orban, D. (2024). Complexity of trust-region methods in the presence of unbounded Hessian approximations. (Rapport technique n° G-2024-43).
- 2024
- Thèses (3)
- 2021
Thèse Diouane, Y. (2021). Contribution to numerical optimization with application to engineering problems [Habilitation à diriger, INP Toulouse].
- 2014
Thèse Diouane, Y. (2014). Globally convergent evolution strategies with application to Earth imaging problem in geophysics [Thèse de doctorat, Institut National Polytechnique de Toulouse (INP Toulouse)].
- 2011
Thèse Diouane, Y. (2011). Solving a Two-Dimensional Full-Waveform Inversion Problem Using a Global Optimization Method [Mémoire de maîtrise, ENSEEIHT].
- 2021