Multi-fidelity Learning of Reduced Order Models for Parabolic PDE Constrained Optimization

Klein, Benedikt; Ohlberger, Mario (2026)

In: Advances in Computational Mathematics, 52(19), 1-36. doi:10.1007/s10444-026-10296-6

Research article (journal) | Peer reviewed | Published

Towards a Knowledge Graph for Models and Algorithms in Applied Mathematics

Schembera, Björn; Wübbeling, Frank; Kleikamp, Hendrik; Schmidt, Burkhard; Shehu, Aurela; Reidelbach, Marco; Biedinger, Christine; Fiedler, Jochen; Koprucki, Thomas; Iglezakis, Dorothea; Göddeke, Dominik (2025)

In: Sfakakis, Michalis; Garoufallou, Emmanouel; Damigos, Matthew; Salaba, Athena; Papatheodorou, Christos (eds.), Proceedings of the 18th International Conference on Metadata and Semantics Research 2024, 95-109. Cham: .

Research article in edited proceedings (conference) | Peer reviewed | Published

Adaptive Model Hierarchies for Multi-Query Scenarios

Kleikamp, Hendrik; Ohlberger, Mario (2025)

In: Körner, Andreas; Kugi, Andreas; Kemmetmüller, Wolfgang; Deutschmann-Olek, Andreas; Steinböck, Andreas; Hartl-Nesic, Christian; Jadachowski, Lukasz Piotr (eds.), MATHMOD 2025 - Discussion Contribution Volume, 15-16. Wien: .

Research article in edited proceedings (conference) | Peer reviewed | Published

Improving Interoperability in Scientific Computing via MaRDI Open Interfaces

In: , .

| Peer reviewed

Adaptive Reduced Basis Trust Region Methods for Parabolic Inverse Problems

In: , -.

| Peer reviewed

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Multi-fidelity Learning of Reduced Order Models for Parabolic PDE Constrained Optimization Klein, Benedikt; Ohlberger, Mario (2026) In: Advances in Computational Mathematics, 52(19), 1-36. doi:10.1007/s10444-026-10296-6 Research article (journal) \| Peer reviewed \| Published
Be greedy and learn: efficient and certified algorithms for parametrized optimal control problems Kleikamp, Hendrik; Lazar, Martin; Molinari, Cesare (2025) In: ESAIM: Mathematical Modelling and Numerical Analysis, 59(1), 291-330. doi:10.1051/m2an/2024074 Research article (journal) \| Peer reviewed \| Published
Towards a Knowledge Graph for Models and Algorithms in Applied Mathematics Schembera, Björn; Wübbeling, Frank; Kleikamp, Hendrik; Schmidt, Burkhard; Shehu, Aurela; Reidelbach, Marco; Biedinger, Christine; Fiedler, Jochen; Koprucki, Thomas; Iglezakis, Dorothea; Göddeke, Dominik (2025) In: Sfakakis, Michalis; Garoufallou, Emmanouel; Damigos, Matthew; Salaba, Athena; Papatheodorou, Christos (eds.), Proceedings of the 18th International Conference on Metadata and Semantics Research 2024, 95-109. Cham: . Research article in edited proceedings (conference) \| Peer reviewed \| Published
Two-stage model reduction approaches for the efficient and certified solution of parametrized optimal control problems Kleikamp, Hendrik; Renelt, Lukas (2025) In: Journal of Scientific Computing, 104(78). doi:10.1007/s10915-025-02988-w Research article (journal) \| Published
Adaptive Model Hierarchies for Multi-Query Scenarios Kleikamp, Hendrik; Ohlberger, Mario (2025) In: Körner, Andreas; Kugi, Andreas; Kemmetmüller, Wolfgang; Deutschmann-Olek, Andreas; Steinböck, Andreas; Hartl-Nesic, Christian; Jadachowski, Lukasz Piotr (eds.), MATHMOD 2025 - Discussion Contribution Volume, 15-16. Wien: . Research article in edited proceedings (conference) \| Peer reviewed \| Published
A Trust Region RB-ML-ROM Approach for Parabolic PDE Constrained Optimization In: (eds.), , -. \| Peer reviewed
Improving Interoperability in Scientific Computing via MaRDI Open Interfaces In: , . \| Peer reviewed
Sectional Kolmogorov N-widths for parameter-dependent function spaces: A general framework with application to parametrized Friedrichs' systems In: \| Preprint
Adaptive Reduced Basis Trust Region Methods for Parabolic Inverse Problems In: , -. \| Peer reviewed
A Parareal Algorithm with Spectral Coarse Solver In: \| Preprint