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Recurrent neural networks as a physics-based self-learning solver to satisfy plane stress viscoplasticity undergoing isotropic damage2024 Mechanics Research Communications article Physics and Astronomy Model Reduction and Neural Networks Open access
Saurabh Balkrishna Tandale, Vasileios Polydoras, Marcus Stoffel
3citations -
Physics-Based Self-Learning Recurrent Neural Network enhanced time integration scheme for computing viscoplastic structural finite element response2022 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks
Saurabh Balkrishna Tandale, Franz Bamer, Bernd A. Markert, Marcus Stoffel
31citations -
Physics-Based Machine Learning: Opportunities and Challenges for Mantle Convection2026 Zenodo (CERN European Organization for Nuclear Research) dataset Physics and Astronomy Model Reduction and Neural Networks Open access
Marilina Valatsou, Denise Degen, Juliane Dannberg, René Gassmöller, Florian Wellmann
0citations -
Physics-Based Machine Learning: Opportunities and Challenges for Mantle Convection2026 Zenodo (CERN European Organization for Nuclear Research) dataset Physics and Astronomy Model Reduction and Neural Networks Open access
Marilina Valatsou, Denise Degen, Juliane Dannberg, René Gassmöller, Florian Wellmann
0citations -
When Data Are Lacking: Physics-Based Inverse Design of Biopolymers Interacting with Complex, Fluid Phases2024 Journal of Chemical Theory and Computation article Biochemistry, Genetics and Molecular Biology Protein Structure and Dynamics Open access
Jeroen Methorst, Niek van Hilten, Art Hoti, Kai Steffen Stroh, Herre Jelger Risselada
10citations -
Coarse-grained physics-based modelling for tape casting of fuel-electrode supports in Solid Oxide Cells2025 Journal of Power Sources article Materials Science Advancements in Solid Oxide Fuel Cells Open access
Tan Le-Dinh, Mohammed Alabdali, Franco M. Zanotto, Hartmut Schlenz, Norbert Heribert Menzler, Olivier Guillon, +1 more
1citations -
Support vector machine based emissions modeling using particle swarm optimization for homogeneous charge compression ignition engine2021 International Journal of Engine Research article Chemical Engineering Advanced Combustion Engine Technologies Open access
David C. Gordon, Armin Norouzi, Gero Blomeyer, Julian Bedei, Masoud Aliramezani, Jakob Andert, +1 more
29citations -
Bioprocess in‐line monitoring using Raman spectroscopy and Indirect Hard Modeling (IHM): A simple calibration yields a robust model2023 Biotechnology and Bioengineering article Chemistry Spectroscopy and Chemometric Analyses Open access
David Heinrich Müller, Carsten Flake, Thorsten Brands, Hans‐Jürgen Koß
17citations