Publications

Maria Fernanda Morales Oreamuno, Tim Brünnette, Stefania Scheurer, Sergey Oladyshkin, und Wolfgang Nowak. Information-Theoretic Bayesian Active Learning for Surrogate Training and Inverse Modeling in Subsurface Transport Applications. Geophys. Res. Abstr., (EGU26-4056)Mai 2026. [PUMA: EXC2075 PN5 PN5-6(II) inReview]

Wolfgang Nowak, Waqas Ahmed, und Emanuel Buccini. How far can we stretch big-data ideas with limited data? Machine-learned groundwater level predictions at a continental scale with smaller and smaller data sets. Geophys. Res. Abstr., (EGU26-2374)Mai 2026. [PUMA: EXC2075 PN5 inReview]

Stefania Scheurer, Ricardo Frenner, Tim Brünnette, Sergey Oladyshkin, und Wolfgang Nowak. Efficient Uncertainty Quantification for Physics-Aware Machine Learning of Diffusion-Sorption Models. Geophys. Res. Abstr., (EGU26-3076)Mai 2026. [PUMA: EXC2075 PN5 PN5-6(II) inReview]

Maria Pechlaner, Wilfred F. van Gunsteren, Niels Hansen, und Lorna J. Smith. Use of Measured Residual Dipolar Couplings to Calculate Residual Dipolar Couplings for a Protein Structure: A Case Study Using Hen Egg-White Lysozyme. Journal of Chemical Information and Modeling, (65)19:10418–10444, American Chemical Society (ACS), September 2025. [PUMA: EXC2075 PN3 PN3-8 inReview] URL

Bettina Lier, Benedict Braunsfeld, Radek Crha, Oriol Gracia Carmona, Julia Gebhardt, Christoph Öhlknecht, Peter Poliak, Peter Fraško, Anita De Ruiter, Marcelle B. M. Spera, Michael Gillhofer, Wilfred F. Van Gunsteren, Chris Oostenbrink, und Niels Hansen. A Suite of Advanced Tutorials for the GROMOS Biomolecular Simulation Software [v2.0]. Living Journal of Computational Molecular Science, (6)1:3485, University of Colorado at Boulder, September 2025. [PUMA: EXC2075 PN3 PN3-8 inReview] URL

Maximilian Fleck, Samir Darouich, Marcelle B. M. Spera, und Niels Hansen. Comment on ``Advancing material property prediction: using physics-informed machine learning models for viscosity''. Journal of Cheminformatics, (17)1:131, 28.08.2025. [PUMA: EXC2075 PN3 PN3-8 inReview] URL

Tiong Wei Teh, André Kowoll, Gernot Bauer, Rolf Stierle, Joachim Gross, und Niels Hansen. Parametrized, Transferable Classical Density Functional Theory for Alkane/Alkene Separation in Cationic Zeolites. The Journal of Physical Chemistry B, (129)48:12551–12563, American Chemical Society (ACS), November 2025. [PUMA: EXC2075 PN3 PN3-8(II) inReview] URL

Maximiliam Fleck, Marcelle B. M. Spera, Samir Darouich, Timo Klenk, und Niels Hansen. Generalized DeepONets for viscosity prediction using learned entropy scaling references. Digital Discovery, (4)12:3578-3587, RSC, 2025. [PUMA: EXC2075 PN3 PN3-8 PN3-8(II) inReview] URL

Stefan Schiffer, und Espen Xylander. A variational view on constitutive laws in parabolic problems. 2025. [PUMA: EXC2075 PN3 PN3-13 inReview] URL

Max Thannheimer, und Marco Oesting. Bayesian inference for functional extreme events defined via partially unobserved processes. 2025. [PUMA: EXC2075 PN5 PN5-10 inReview] URL

Juliette Legrand, Philippe Naveau, und Marco Oesting. Evaluation of Binary Classifiers for Asymptotically Dependent and Independent Extremes. Journal of the American Statistical Association, (120)551:1558–1568, Informa UK Limited, Juli 2025. [PUMA: EXC2075 PN5 PN5-10 inReview] URL

Alina Roitberg Sarvenaz Babakhani, David Remy. Deep Learning for Metabolic Rate Estimation from Biosignals: A Comparative Study of Architectures and Signal Selection. BMVC conference, MPI workshop, 27.11.2025. [PUMA: EXC2075 PN6 PN6-14 inReview] URL

Christian Rohde, und Florian Wendt. Effective Equations for a Compressible Liquid-Vapor Flow Model with Highly Oscillating Initial Density. 2025. [PUMA: EXC2075 PN1 PN1-9 inReview] URL

Robin Strässer, Manuel Schaller, Karl Worthmann, Julian Berberich, und Frank Allgöwer. SafEDMD: A Koopman-based data-driven controller design framework for nonlinear dynamical systems. Automatica, (185):112732, 2026. [PUMA: EXC2075 PN4 PN4-2 PN4-2(II) inReview]

Dennis Gramlich, Lukas Hewing, Carsten Scherer, Valentin Preda, Joost Veenman, Carlos Ardura, Samir Bennani, und Christian Ebenbauer. Joint trajectory and tracking controller design under uncertain models: Study with autonomous parafoils. IEEE Transactions on Control Systems Technology, 2025. [PUMA: EXC2075 EXC310 PN4 PN4-3 PN4-3(II) inReview]

Dennis Gramlich, Shuhao Yan, Carsten W Scherer, und Christian Ebenbauer. Distributionally robust LMI synthesis for LTI systems. arXiv preprint, 2025. [PUMA: EXC2075 EXC310 PN4 PN4-3 PN4-3(II) inReview]

Tobias Holicki, und Carsten W. Scherer. Data-Based Refinement of Parametric Uncertainty Descriptions. International Journal of Robust and Nonlinear Control, 2025. [PUMA: EXC2075 EXC310 PN4 PN4-3 PN4-3(II) inReview]

Philipp Rodegast, Denis Pfeifer, Valentin Leipe, Lukas Steinle, Jonas Scheid, Marcel Hagedorn, und Joerg Fehr. Deflection Compensation in Lightweight Robots Using a Digital Twin with Extended Dynamics as a Virtual Sensor. Procedia CIRP, (134):217–222, Elsevier BV, 2025. [PUMA: EXC2075 METEOR_3 inReview] URL

Tobias Holicki, Jonas Nicodemus, Paul Schwerdtner, und Benjamin Unger. Energy Matching in Reduced Passive and Port-Hamiltonian Systems. SIAM Journal on Control and Optimization, (63):2154-2176, 2025. [PUMA: EXC2075 EXC310 PN4 PN4-3 PN4-3(II) inReview]

Jared Miller, Jaap Eising, Florian Dörfler, und Roy S. Smith. Data-Driven Structured Robust Control of Linear Systems. 2025 European Control Conference (ECC), 96-101, 2025. [PUMA: EXC2075 EXC310 PN4 PN4-3 PN4-3(II) inReview]