Engineering Design via Surrogate Modelling

• Reproducibility of the NeurIPS 2020 Black-Box Optimization Challenge: Re-evaluating Competition Submissions

  2026 conference-paper Computer Science Machine Learning and Data Classification Open access

  0

  citations
• Landscape-aware Automated Algorithm Design: An Efficient Framework for Real-world Optimization

  2026 Genetic and Evolutionary Computation Conference (GECCO) conference-paper Computer Science Evolutionary Algorithms and Applications Open access

  0

  citations
• Bayesian experimental design in production engineering: a comprehensive performance and robustness study

  2026 Frontiers in Manufacturing Technology article Decision Sciences Optimal Experimental Design Methods Open access

  0

  citations
• Investigating the Interplay of Parameterization and Optimizer in Gradient-Free Topology Optimization: A Cantilever Beam Case Study

  2026 Lecture notes in computer science conference-paper Engineering Topology Optimization in Engineering

  0

  citations
• Transfer Learning of Surrogate Models: Integrating Domain Warping and Affine Transformations

  2025 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Advanced Multi-Objective Optimization Algorithms Open access

  3

  citations
• Transfer Learning of Surrogate Models via Domain Affine Transformation Across Synthetic and Real-World Benchmarks

  2025 IEEE Congress on Evolutionary Computation (CEC) conference-paper Computer Science Advanced Multi-Objective Optimization Algorithms

  1

  citations
• Towards the Integration of an Aerodynamic Variable Fidelity Surrogate Model Into a Conceptual Aircraft Design Environment

  2025 AIAA SciTech Forum conference-paper Environmental Science Advanced Aircraft Design and Technologies

  2

  citations
• A Data-Driven Method for the Derivation of Explicit Algebraic Reynolds Stress Models Applied to the Wake Losses of Low-Pressure Turbine Cascades

  2024 Journal of Turbomachinery article Engineering Turbomachinery Performance and Optimization

  0

  citations
• Surrogate Models for Distillation Boundaries in Azeotropic Multicomponent Mixtures

  2024 Industrial & Engineering Chemistry Research article Engineering Process Optimization and Integration

  3

  citations
• Comparison of High-Dimensional Bayesian Optimization Algorithms on BBOB

  2024 ACM Transactions on Evolutionary Learning and Optimization article Decision Sciences Advanced Bandit Algorithms Research

  28

  citations
• Optimizing With Low Budgets: A Comparison on the Black-Box Optimization Benchmarking Suite and OpenAI Gym

  2023 IEEE Transactions on Evolutionary Computation article Computer Science Metaheuristic Optimization Algorithms Research Open access

  10

  citations
• APPROPRIATE Life Cycle Assessment: A PRO cess-Specific, PR edictive I mpact A ssessmen T Method for Emerging Chemical Processes

  2023 ACS Sustainable Chemistry & Engineering article Environmental Science Environmental Impact and Sustainability Open access cited by 1 patent

  56

  citations
• Exploring Dimensionality Reduction Techniques for Efficient Surrogate-Assisted optimization

  2020 IEEE Symposium Series on Computational Intelligence (SSCI) conference-paper Computer Science Advanced Multi-Objective Optimization Algorithms Open access

  17

  citations

13 results