Fields of Activity / Competences
- Reusable surrogate models for flowsheet simulations
- Modeling, Simulation, and Optimization in Process Engineering
- Design of Experiments and Parameter Estimation
- Bayesian Optimization
- Model uncertainty
A collection of publications by Martin Bubel in the Fraunhofer-Publica
| Jahr Year | Titel/Autor:in Title/Author | Publikationstyp Publication Type |
|---|---|---|
| 2026 | A machine learning-fueled modelfluid for flowsheet optimization Bubel, Martin; Seidel, Tobias; Bortz, Michael |
Zeitschriftenaufsatz Journal Article |
| 2025 | Cubature-based uncertainty estimation for nonlinear regression models Bubel, Martin; Schmid, Jochen; Carmesin, Maximilian; Kozachynskyi, Volodymyr; Esche, Erik; Bortz, Michael |
Zeitschriftenaufsatz Journal Article |
| 2025 | Optimal experimental design: from design point to design region Bubel, Martin; Seufert, Philipp; Karpov, Gleb; Schwientek, Jan; Bortz, Michael; Oseledets, Ivan V. |
Zeitschriftenaufsatz Journal Article |
| 2024 | Optimal Experimental Design Supported by Machine Learning Regression Models Seufert, Philipp; Schmid, Jochen; Bortz, Michael; Schwientek, Jan; Seidel, Tobias; Mogalle, David; Bubel, Martin; Küfer, Karl-Heinz |
Aufsatz in Buch Book Article |
| 2024 | Optimal experimental design: From design point to design region Bubel, Martin; Seufert, Philipp; Karpov, Gleb; Schwientek, Jan; Bortz, Michael; Oseledets, Ivan |
Paper |
| 2024 | Adaptively exploring the feature space of flowsheets Höller, Johannes; Bubel, Martin; Heese, Raoul; Ludl, Patrick Otto; Schwartz, Patrick; Schwientek, Jan; Asprion, Norbert; Wlotzka, Martin; Bortz, Michael |
Zeitschriftenaufsatz Journal Article |
| 2024 | Sequential optimal experimental design for vapor-liquid equilibrium modeling Bubel, Martin; Schmid, Jochen; Kozachynskyi, Volodymyr; Esche, Erik; Bortz, Michael |
Zeitschriftenaufsatz Journal Article |
| 2021 | A Modular Approach for Surrogate Modeling of Flowsheets Bubel, M.; Ludl, P.O.; Seidel, Tobias; Asprion, N.; Bortz, M. |
Zeitschriftenaufsatz Journal Article |