| Research Interests | Nonlinear model order reduction for transport-dominated problems Reduced basis methods and linear model order reduction Scientific machine learning (neural networks, kernel methods) (Optimal) Control of dynamical systems |
| Current Talks | • Two-stage model reduction approaches for the efficient and certified solution of parametrized optimal control problems. SIAM CSE (SIAM Conference on Computational Science and Engineering), Fort Worth Slides Link to event • Adaptive Model Hierarchies for Multi-Query Scenarios. Minisymposium on "Recent Advances in Model Order Reduction and Data-driven Modelling" at MATHMOD (International Conference on Mathematical Modelling), Wien Slides Link to event • Introduction to model order reduction for parametrized problems. Work group meeting of the ON-DEM COST Action, Enschede Link to event • Introduction to model order reduction for control systems. Work group meeting of the ON-DEM COST Action, Enschede Link to event • Model order reduction using nonlinear transformations of space-time domains. Reisensburg Workshop on Nonlinear and Structure-Preserving Model Reduction, Günzburg Slides Link to event • Certified machine learning for model order reduction of parametrized problems. Ulysseus Research Workshop on Mathematics in Machine Learning, Online Slides Link to event • Adaptive model hierarchies for solving parametrized optimal control problems in multi-query scenarios. Seminar Talk, Genova Slides Link to event • Reduced Basis Methods with pyMOR. pyMOR School and User Meeting 2024, Münster Link to event • Be greedy and learn: efficient and certified algorithms for parametrized optimal control problems. Minisymposium on "New Trends in Model Order Reduction and Learning" at ALGORITMY 2024, Central-European Conference on Scientific Computing, Podbanske Slides Link to event |
| Current Publications | • Kleikamp, Hendrik; Lazar, Martin; Molinari, Cesare Be greedy and learn: efficient and certified algorithms for parametrized optimal control problems. ESAIM: Mathematical Modelling and Numerical Analysis Vol. 59 (1), 2025 online • Schembera, Björn; Wübbeling, Frank; Kleikamp, Hendrik; Schmidt, Burkhard; Shehu, Aurela; Reidelbach, Marco; Biedinger, Christine; Fiedler, Jochen; Koprucki, Thomas; Iglezakis, Dorothea; Göddeke, Dominik Towards a Knowledge Graph for Models and Algorithms in Applied Mathematics. Proceedings of the 18th International Conference on Metadata and Semantics Research 2024Communications in Computer and Information Science Vol. 2331, 2025 online • Kleikamp, Hendrik; Ohlberger, Mario Adaptive Model Hierarchies for Multi-Query Scenarios. MATHMOD 2025 - Discussion Contribution Volume, 2025 online • Wenzel, Tizian; Haasdonk, Bernard; Kleikamp, Hendrik; Ohlberger, Mario; Schindler, Felix Application of Deep Kernel Models for Certified and Adaptive RB-ML-ROM Surrogate Modeling. Large-Scale Scientific ComputationsLecture Notes in Computer Science, 2024 online • Schembera, Björn; Wübbeling, Frank; Kleikamp, Hendrik; Biedinger, Christine; Fiedler, Jochen; Reidelbach, Marco; Shehu, Aurela; Schmidt, Burkhard; Koprucki, Thomas; Iglezakis, Dorothea; Göddeke, Dominik Ontologies for Models and Algorithms in Applied Mathematics and Related Disciplines. Metadata and Semantic Research - 17th Research Conference, MTSR 2023, Milan, Italy, October 25–27, 2023, Revised Selected PapersCommunications in Computer and Information Science, 2024 online • Kleikamp, Hendrik Application of an adaptive model hierarchy to parametrized optimal control problems. Proceedings of the Conference Algoritmy 2024 Vol. 2024, 2024 online • Kleikamp, Hendrik; Renelt, Lukas Two-stage model reduction approaches for the efficient and certified solution of parametrized optimal control problems. , 2024 online • Kleikamp, Hendrik; Wenzel, Tizian Kernel Methods in the Deep Ritz framework: Theory and practice. , 2024 online • Haasdonk B, Kleikamp H, Ohlberger M, Schindler F, Wenzel T A new certified hierarchical and adaptive RB-ML-ROM surrogate model for parametrized PDEs. SIAM Journal on Scientific Computing Vol. 45 (3), 2023 online |
| hendrik dot kleikamp at uni-muenster dot de | |
| Phone | +49 251 83-35060 |
| FAX | +49 251 83-32729 |
| Room | 120.007 |
| Secretary | Sekretariat Wernke Frau Silvia Wernke Telefon +49 251 83-35052 Fax +49 251 83-32729 Zimmer 120.001 |
| Address | Dr. Hendrik Kleikamp Angewandte Mathematik Münster: Institut für Analysis und Numerik Fachbereich Mathematik und Informatik der Universität Münster Orléans-Ring 10 48149 Münster |
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