Publications

Article

Barjhoux, Pierre-Jean and Diouane, Youssef and Grihon, Stéphane and Morlier, Joseph. An outer approximation bi-level framework for mixed categorical structural optimization problems. (2022) Structural and Multidisciplinary Optimization, 65 (8). ISSN 1615-147X

Karabaş, Uygar and Diouane, Youssef and Douvenot, Remi. A Variational Adjoint Approach on Wide-Angle Parabolic Equation for Refractivity Inversion. (2021) IEEE Transactions on Antennas and Propagation, 69 (8). 4861-4870. ISSN 0018-926X

Diouane, Youssef. A merit function approach for evolution strategies. (2021) EURO Journal on Computational Optimization, 9. ISSN 2192-4406

Bergou, El Houcine and Diouane, Youssef and Kungurtsev, Vyacheslav and Royer, Clément W.. A Nonmonotone Matrix-Free Algorithm for Nonlinear Equality-Constrained Least-Squares Problems. (2021) SIAM Journal on Scientific Computing, 43 (5). S743-S766. ISSN 1064-8275

Custódio, Ana Luísa and Diouane, Youssef and Garmanjani, Rohollah and Riccietti, Elisa. Worst-Case Complexity Bounds of Directional Direct-Search Methods for Multiobjective Optimization. (2020) Journal of Optimization Theory and Applications. ISSN 0022-3239

Priem, Rémy and Bartoli, Nathalie and Diouane, Youssef and Sgueglia, Alessandro. Upper trust bound feasibility criterion for mixed constrained Bayesian optimization with application to aircraft design. (2020) Aerospace Science and Technology, 105. 1-24. ISSN 1270-9638

Bergou, El Houcine and Diouane, Youssef and Kungurtsev, Vyacheslav. Convergence and Complexity Analysis of a Levenberg–Marquardt Algorithm for Inverse Problems. (2020) Journal of Optimization Theory and Applications, 185 (3). 927-944. ISSN 0022-3239

Barjhoux, Pierre-Jean and Diouane, Youssef and Grihon, Stéphane and Bettebghor, Dimitri and Morlier, Joseph. A bi-level methodology for solving large-scale mixed categorical structural optimization. (2020) Structural and Multidisciplinary Optimization. 1-15. ISSN 1615-147X

Bergou, El Houcine and Diouane, Youssef and Kungurtsev, Vyacheslav. Complexity iteration analysis for strongly convex multi-objective optimization using a Newton path-following procedure. (2020) Optimization Letters. ISSN 1862-4472

Bergou, El Houcine and Diouane, Youssef and Gratton, Serge. A Line-Search Algorithm Inspired by the Adaptive Cubic Regularization Framework and Complexity Analysis. (2018) Journal of Optimization Theory and Applications, 178 (3). 885-913. ISSN 0022-3239

Bergou, El Houcine and Diouane, Youssef and Gratton, Serge. On the use of the energy norm in trust-region and adaptive cubic regularization subproblems. (2017) Computational Optimization and Applications, 68 (3). 533-554. ISSN 0926-6003

Diouane, Youssef and Gratton, Serge and Vasseur, Xavier and Vicente, Luis Nunes and Calandra, Henri. A Parallel Evolution Strategy for an Earth Imaging Problem in Geophysics. (2016) Optimization and Engineering, 17 (1). 3-26. ISSN 1389-4420

Diouane, Youssef and Gratton, Serge and Vicente, Luis Nunes. Globally convergent evolution strategies. (2015) Mathematical Programming, 152 (1). 467-490. ISSN 0025-5610

Diouane, Youssef and Gratton, Serge and Vicente, Luis Nunes. Globally convergent evolution strategies for constrained optimization. (2015) Computational Optimization and Applications, 62 (2). 323-346. ISSN 0926-6003

Conference or Workshop Item

Saves, Paul and Diouane, Youssef and Bartoli, Nathalie and Lefebvre, Thierry and Morlier, Joseph. A general square exponential kernel to handle mixed-categorical variables for Gaussian process. (2022) In: AIAA AVIATION 2022 Forum, 27 June 2022 - 1 July 2022 (CHICAGO, United States).

Carreira Rufato, Raul and Diouane, Youssef and Henry, Joël and Ahlfeld, Richard and Morlier, Joseph. A mixed-categorical data-driven approach for prediction and optimization of hybrid discontinuous composites performance. (2022) In: AIAA AVIATION 2022 Forum, 27 June 2022 - 1 July 2022 (Chicago, United States).

Saves, Paul and Nguyen Van, Eric and Bartoli, Nathalie and Diouane, Youssef and Christophe, David and Lefebvre, Thierry and Morlier, Joseph and Defoort, Sébastien. Bayesian optimization for mixed variables using an adaptive dimension reduction process: applications to aircraft design. (2022) In: AIAA SciTech 2022, 3 January 2022 - 7 January 2022 (San Diego, United States).

Grapin, Robin and Diouane, Youssef and Morlier, Joseph and Bartoli, Nathalie and Lefebvre, Thierry and Saves, Paul and Bussemaker, Jasper H.. Regularized Infill Criteria for Multi-objective Bayesian Optimization with Application to Aircraft Design. (2022) In: AIAA AVIATION 2022 Forum, 27 June 2022 - 1 July 2022 (CHICAGO, United States).

Karabaş, Uygar and Diouane, Youssef and Douvenot, Remi. A Multiscale Parametrization for Refractivity Estimation in the Troposphere. (2021) In: 15th European Conference on Antennas and Propagation (EuCAP), 22 March 2021 - 26 March 2021 (Dusseldorf, Germany).

Saves, Paul and Bartoli, Nathalie and Diouane, Youssef and Lefebvre, Thierry and Morlier, Joseph and David, Christophe and Van, Eric Nguyen and Defoort, Sébastien. Constrained bayesian optimization over mixed categorical variables, with application to aircraft design. (2021) In: An ECCOMAS Thematic Conference on Multidisciplinary Design Optimization of Aerospace Systems (AeroBest 2021), 21 July 2021 - 23 July 2021 (Lisboa, Portugal).

Anagnostidis, Sotirios-Konstantinos and Lucchi, Aurelien and Diouane, Youssef. Direct-Search for a Class of Stochastic Min-Max Problems. (2021) In: The 24th International Conference on Artificial Intelligence and Statistics, 13 April 2021 - 15 April 2021 (A Virtual Conference, United States).

Priem, Rémy and Gagnon, Hugo and Chittick, Ian and Dufresne, Stephane and Diouane, Youssef and Bartoli, Nathalie. An efficient application of Bayesian optimization to an industrial MDO framework for aircraft design. (2020) In: AIAA AVIATION 2020 FORUM, 15 June 2020 - 19 June 2020 (United States).

Karabaş, Uygar and Diouane, Youssef and Douvenot, Remi. On the Use of Adjoint Methods for Refractivity Estimation in the Troposphere. (2020) In: 14th European Conference on Antennas and Propagation (EuCAP), 15 March 2020 - 20 March 2020 (Copenhagen, Denmark).

Karabaş, Uygar and Diouane, Youssef and Douvenot, Remi. On the Use of Adjoint Methods for Refractivity Estimation in the Troposphere. (2020) In: 14th European Conference on Antennas and Propagation (EuCAP), 15 March 2020 - 20 March 2020 (Copenhagen, Denmark).

Priem, Rémy and Bartoli, Nathalie and Diouane, Youssef. On the Use of Upper Trust Bounds in Constrained Bayesian Optimization Infill Criterion. (2019) In: AIAA Aviation 2019 Forum, 17 June 2019 - 21 June 2019 (Dallas, United States).

Uygar, Karabaş and Diouane, Youssef and Rémi, Douvenot. On the Use of Variational Adjoint Approach on Wide-Angle Approximation of Parabolic Equation with the Method of Split-Step Wavelet. (2019) In: Huitième conférence plénière biennale du GDR ONDES 2019, 28 October 2019 - 29 October 2019 (Gif-sur-Yvette, France).

Barjhoux, Pierre-Jean and Diouane, Youssef and Grihon, Stéphane and Bettebghor, Dimitri and Morlier, Joseph. A Bilevel Methodology for solving a Structural Optimization Problem with both Continuous and Categorical Variables. (2018) In: 2018 Multidisciplinary Analysis and Optimization Conference, AIAA AVIATION Forum, 25 June 2018 - 29 June 2018 (Atlanta, Georgia, United States).

Priem, Rémy and Bartoli, Nathalie and Diouane, Youssef and Dubreuil, Sylvain and Lefebvre, Thierry. An adaptive feasibility approach for constrained bayesian optimization with application in aircraft design. (2018) In: 6th International Conference on Engineering Optimization (EngOpt2018), 17 September 2018 - 19 September 2018 (Lisboa, Portugal).

Barjhoux, Pierre-Jean and Diouane, Youssef and Grihon, Stéphane and Bettebghor, Dimitri and Morlier, Joseph. Mixed Variable Structural Optimization: Toward an Efficient Hybrid Algorithm. (2017) In: 12th World Congress on Structural and Multidisciplinary Optimisation, 5 June 2017 - 9 June 2017 (Braunschweig, Germany).

Diouane, Youssef and Calandra, Henri and Gratton, Serge and Vasseur, Xavier. A Parallel Evolution Strategy for Acoustic Full-Waveform Inversion. (2014) In: EAGE Workshop on High Performance Computing for Upstream, 7 September 2014 - 10 September 2014 (Chania, Greece).

Invited Conference

Calandra, Henri and Diouane, Youssef and Gratton, Serge and Vasseur, Xavier. A Massively Parallel Method for the Full Waveform Inversion in Geophysics: Current Status and Perspectives. (2017) In: PASC'17 (Platform for Advanced Scientific Computing), 26 June 2017 - 28 June 2017 (Lugano, Switzerland). (Unpublished)

Thesis

Diouane, Youssef. Globally convergent evolution strategies with application to Earth imaging problem in geophysics. PhD, Institut National Polytechnique de Toulouse, 2014

HDR

Diouane, Youssef. Contribution to numerical optimization with applications to engineering problems. (2021) [HDR]