selected publications

• academic article

  • High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft.  Structural and Multidisciplinary Optimization.  67. 2024
  • SMT 2.0: A Surrogate Modeling Toolbox with a focus on hierarchical and mixed variables Gaussian processes.  Advances in Engineering Software.  188:103571-103571. 2023
  • A mixed-categorical correlation kernel for Gaussian process.  Neurocomputing.  550:126472-126472. 2023
  • An outer approximation bi-level framework for mixed categorical structural optimization problems.  Structural and Multidisciplinary Optimization.  65. 2022
  • A bi-level methodology for solving large-scale mixed categorical structural optimization.  Structural and Multidisciplinary Optimization.  62:337-351. 2020

• chapter

  • Mixed Variable Structural Optimization: Toward an Efficient Hybrid Algorithm.  Springer eBooks. 1880-1896. 2017

• conference paper

  • Gaussian process for Bayesian optimization with mixed hierarchical variables: Application to electric-hybrid aircraft eco-design.  . 2024
  • System-of-systems Modeling and Optimization: An Integrated Framework for Intermodal Mobility.  . 2024
  • Multi-objective bayesian optimization with mixed-categorical design variables for expensive-to-evaluate aeronautical applications.  . 2023
  • CONSTRAINED BAYESIAN OPTIMIZATION OVER MIXED CATEGORICAL VARIABLES, WITH APPLICATION TO AIRCRAFT DESIGN.  HAL (Le Centre pour la Communication Scientifique Directe). 2021
  • Enhanced Kriging models within a Bayesian optimization framework to handle both continuous and categorical inputs.  HAL (Le Centre pour la Communication Scientifique Directe). 2021