EFFICIENT TIME-STEPPING FOR NUMERICAL INTEGRATION USING REINFORCEMENT LEARNING (2023)
Authors: Michael Dellnitz, Eyke Hüllermeier, Marvin Lücke, Sina Ober-Blöbaum, Christian Offen, Sebastian Peitz, Karlson Pfannschmidt
Published at: SIAM Journal on Scientific Computing (Volume: 45)
DOI: 10.1137/21M1412682
On the universal transformation of data-driven models to control systems (2023)
Authors: Sebastian Peitz, Katharina Bieker
Published at: Automatica (Volume: 149)
DOI: 10.1016/j.automatica.2022.110840
On the structure of regularization paths for piecewise differentiable regularization terms (2023)
Authors: Bennet Gebken, Katharina Bieker, Sebastian Peitz
Published at: Journal of Global Optimization (Volume: 85)
DOI: 10.1007/s10898-022-01223-2
Finite-Data Error Bounds for Koopman-Based Prediction and Control (2023)
Authors: Feliks Nüske, Sebastian Peitz, Friedrich Philipp, Manuel Schaller, Karl Worthmann
Published at: Journal of Nonlinear Science (Volume: 33)
DOI: 10.1007/s00332-022-09862-1
Towards reliable data-based optimal and predictive control using extended DMD (2023)
Authors: Manuel Schaller, Karl Worthmann, Friedrich Philipp, Sebastian Peitz, Feliks Nüske
Published at: IFAC-PapersOnLine (Volume: 56)
DOI: 10.1016/j.ifacol.2023.02.029
On the Treatment of Optimization Problems With L1 Penalty Terms via Multiobjective Continuation (2022)
Authors: Katharina Bieker, Bennet Gebken, Sebastian Peitz
Published at: IEEE Transactions on Pattern Analysis and Machine Intelligence (Volume: 44)
DOI: 10.1109/TPAMI.2021.3114962
Koopman analysis of quantum systems (2022)
Authors: Stefan Klus, Feliks Nüske, Sebastian Peitz
Published at: Journal of Physics A: Mathematical and Theoretical (Volume: 55)
DOI: 10.1088/1751-8121/ac7d22
ROM-Based Multiobjective Optimization of Elliptic PDEs via Numerical Continuation (2022)
Authors: Stefan Banholzer, Bennet Gebken, Michael Dellnitz, Sebastian Peitz, Stefan Volkwein
Published at: International Series of Numerical Mathematics (Volume: 172)
DOI: 10.1007/978-3-030-79393-7_3
Development of a Hybrid Modeling Methodology for Oscillating Systems with Friction (2022)
Authors: Meike Wohlleben, Amelie Bender, Sebastian Peitz, Walter Sextro
Published at: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Volume: 13164 LNCS)
DOI: 10.1007/978-3-030-95470-3_8
Inverse multiobjective optimization: Inferring decision criteria from data (2021)
Authors: Bennet Gebken, Sebastian Peitz
Published at: Journal of Global Optimization (Volume: 80)
DOI: 10.1007/s10898-020-00983-z