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

Directory of Experts
Diouane, Youssef
Directory of Experts
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Journal article (25)
Conference paper (17)
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Thesis (3)
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Youssef Diouane (52)
- Journal articles (25)
- 2024
Journal article Journal article 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).Journal article 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.Journal article Saves, P., Diouane, Y., Bartoli, N., Lefebvre, 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).Journal article Diouane, Y., Kungurtsev, V., Rinaldi, F., & Zeffiro, D. (2024). Inexact direct-search methods for bilevel optimization problems. Computational Optimization and Applications, 22-22.Journal article Saves, P., Lafage, R., Bartoli, N., Diouane, Y., Bussemaker, J., Lefebvre, 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
Journal article Saves, P., Diouane, Y., Bartoli, N., Lefebvre, T., & Morlier, J. (2023). A mixed-categorical correlation kernel for Gaussian process. Neurocomputing, 550, 126472 (14 pages).Journal article 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.Journal article 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
Journal article 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).Journal article 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.Journal article 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
Journal article Diouane, Y. (2021). A merit function approach for evolution strategies. EURO Journal on Computational Optimization, 9, 100001 (13 pages).Journal article 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.Journal article 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.Journal article 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.Journal article 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
Journal article 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.Journal article 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.Journal article 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
Journal article 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
Journal article 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
Journal article 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
Journal article Diouane, Y., Gratton, S., & Vicente, L. N. (2015). Globally convergent evolution strategies. Mathematical Programming, 152(1), 467-490.Journal article Diouane, Y., Gratton, S., & Vicente, L. N. (2015). Globally convergent evolution strategies for constrained optimization. Computational Optimization and Applications, 62(2), 323-346.
- 2024
- Conference papers (17)
- 2023
Conference paper Tfaily, A., Kokkolaras, M., Bartoli, N., & Diouane, Y. (2023, June). Efficient Acquisition Functions for Bayesian Optimization in the Presence of Hidden Constraints [Paper]. AIAA AVIATION 2023 Forum, San Diego, CA, USA.Conference paper Priem, R., Bartoli, N., Diouane, Y., Dubreuil, S., & Saves, P. (2023, June). High-dimensional efficient global optimization using both random and supervised embeddings [Paper]. AIAA AVIATION 2023 Forum, San Diego, CA, USA.Conference paper 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. (2023, July). Multi-objective bayesian optimization with mixed-categorical design variables for expensive-to-evaluate aeronautical applications [Paper]. 2023 ECCOMAS Thematic Conference on Mutlidisciplinary Design Optimization of Aerospace Systems (AEROBEST 2023), Lisboa, Portugal (600 pages).
- 2022
Conference paper Saves, P., Diouane, Y., Bartoli, N., Lefebvre, T., & Morlier, J. (2022, June). A general square exponential kernel to handle mixed-categorical variables for Gaussian process [Paper]. AIAA AVIATION 2022 Forum, Chicago, IL, USA.Conference paper Diouane, Y., Lucchi, A., & Patil, V. (2022, March). A globally convergent evolutionary strategy for stochastic constrained optimization with applications to reinforcement learning [Paper]. 25th International Conference on Artificial Intelligence and Statistics (AISTATS 2022).Conference paper Rufato, R. C., Diouane, Y., Henry, J., Ahlfeld, R., & Morlier, J. (2022, June). A mixed-categorical data-driven approach for prediction and optimization of hybrid discontinuous composites performance [Paper]. AIAA AVIATION 2022 Forum, Chicago, IL, USA.Conference paper Grapin, R., Diouane, Y., Morlier, J., Bartoli, N., Lefebvre, T., Saves, P., & Bussemaker, J. H. (2022, June). Constrained multi-objective bayesian optimization with application to aircraft design [Paper]. AIAA AVIATION 2022 Forum, Chicago, Illinois.Conference paper Saves, P., Bartoli, N., Diouane, Y., Lefebvre, T., Morlier, J., David, C., Nguyen Van, E., & Defoort, S. (2022, January). Multidisciplinary design optimization with mixed categorical variables for aircraft design [Paper]. AIAA SCITECH 2022 Forum, San Diego, CA, USA.
- 2021
Conference paper Karabaş, U., Diouane, Y., & Douvenot, R. (2021, March). A Multiscale Parametrization for Refractivity Estimation in the Troposphere [Paper]. 15th European Conference on Antennas and Propagation (EuCAP 2021), Düsseldorf, Germany (5 pages).Conference paper Saves, P., Bartoli, N., Diouane, Y., Lefebvre, T., Morlier, J., David, C., Van, E., & Defoort, S. (2021, July). Constrained Bayesian Optimization Over Mixed Categorical Variables, With Application to Aircraft Design [Paper]. AeroBest 2021, Lisbonne, Portugal.Conference paper Anagnostidis, S.-K., Lucchi, A., & Diouane, Y. (2021, April). Direct-Search for a Class of Stochastic Min-Max Problems [Paper]. 24th International Conference on Artificial Intelligence and Statistics (AISTATS 2021).
- 2020
Conference paper Priem, R., Gagnon, H., Chittick, I., Dufresne, S., Diouane, Y., & Bartoli, N. (2020, June). An efficient application of Bayesian optimization to an industrial MDO framework for aircraft design [Paper]. Multidisciplinary Analysis and Optimization Conference (AIAA AVIATION 2020 FORUM).Conference paper Karabaş, U., Diouane, Y., & Douvenot, R. (2020, March). On the Use of Adjoint Methods for Refractivity Estimation in the Troposphere [Paper]. 14th European Conference on Antennas and Propagation (EuCAP 2020) (5 pages).
- 2019
Conference paper Priem, R., Bartoli, N., & Diouane, Y. (2019, June). On the Use of Upper Trust Bounds in Constrained Bayesian Optimization Infill Criteria [Paper]. Multidisciplinary Analysis and Optimization Conference (AIAA Aviation 2019 Forum), Dallas, TX, USA.
- 2018
Conference paper Barjhoux, P.-J., Diouane, Y., Grihon, S., Bettebghor, D., & Morlier, J. (2018, June). A Bilevel Methodology for solving a Structural Optimization Problem with both Continuous and Categorical Variables [Paper]. Multidisciplinary Analysis and Optimization Conference (AIAA AVIATION Forum 2018), Atlanta, Georgia, USA.
- 2017
Conference paper Barjhoux, P.-J., Diouane, Y., Grihon, S., Bettebghor, D., & Morlier, J. (2017, June). Mixed Variable Structural Optimization: Toward an Efficient Hybrid Algorithm [Paper]. 12th World Congress of Structural and Multidisciplinary Optimization (WCSMO 2017), Braunschweig, Germany.
- 2014
Conference paper Diouane, Y., Calandra, H., Gratton, S., & Vasseur, X. (2014, September). A Parallel Evolution Strategy for Acoustic Full-Waveform Inversion [Paper]. EAGE Workshop on High Performance Computing for Upstream, Chania, Crete, Greece.
- 2023
- Reports (7)
- 2024
Report 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. (Technical Report n° G-2024-31).Report Hallé-Hannan, E., Audet, C., Diouane, Y., Le Digabel, S., & Saves, P. (2024). A graph-structured distance for heterogeneous datasets with meta variables. (Technical Report n° G-2024-33).Report Diouane, Y., Gürol, S., Mouhtal, O., & Orban, D. (2024). An efficient scaled spectral preconditioner for sequences of symmetric positive definite linear systems. (Technical Report n° G-2024-66).Report Diouane, Y., Golier, M., & Orban, D. (2024). A nonsmooth exact penalty method for equality-constrained optimization : complexity and implementation. (Technical Report n° G-2024-55).Report Diouane, Y., Laghdaf Habiboullah, M., & Orban, D. (2024). A proximal modified quasi-Newton method for nonsmooth regularized optimization. (Technical Report n° G-2024-64).Report Tfaily, A., Diouane, Y., Bartoli, N., & Kokkolaras, M. (2024). Bayesian optimization with hidden constraints for aircraft design. (Technical Report n° G-2024-10).Report Diouane, Y., Laghdaf Habiboullah, M., & Orban, D. (2024). Complexity of trust-region methods in the presence of unbounded Hessian approximations. (Technical Report n° G-2024-43).
- 2024
- Theses (3)
- 2021
Thesis Diouane, Y. (2021). Contribution to numerical optimization with application to engineering problems [Habilitation à diriger, INP Toulouse].
- 2014
Thesis Diouane, Y. (2014). Globally convergent evolution strategies with application to Earth imaging problem in geophysics [Ph.D. Thesis, Institut National Polytechnique de Toulouse (INP Toulouse)].
- 2011
Thesis Diouane, Y. (2011). Solving a Two-Dimensional Full-Waveform Inversion Problem Using a Global Optimization Method [Master's Thesis, ENSEEIHT].
- 2021