Kevin Linka

20 papers Journal 19Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
Inelastic Constitutive Kolmogorov-Arnold Networks: A generalized framework for automated discovery of interpretable inelastic material models.
CoRR
Chenyi Ji, Kian P. Abdolazizi, Hagen Holthusen, Christian J. Cyron, Kevin Linka
2025 J jnl
A Comprehensive Framework for Predictive Computational Modeling of Growth and Remodeling in Tissue-Engineered Cardiovascular Implants.
CoRR
Mahmoud Sesa, Hagen Holthusen, Christian Böhm, Stefan Jockenhövel, Stefanie Reese, Kevin Linka
2025 J jnl
A generalized dual potential for inelastic Constitutive Artificial Neural Networks: A JAX implementation at finite strains.
CoRR
Hagen Holthusen, Kevin Linka, Ellen Kuhl, Tim Brepols
2025 — conf
Atrial Constitutive Neural Networks.
FIMH (1)
Mathias Peirlinck, Kevin Linka, Ellen Kuhl
2025 J jnl
Atrial constitutive neural networks.
CoRR
Mathias Peirlinck, Kevin Linka, Ellen Kuhl
2025 J jnl
Autoencoder-based non-intrusive model order reduction in continuum mechanics.
CoRR
Jannick Kehls, Ellen Kuhl, Tim Brepols, Kevin Linka, Hagen Holthusen
2025 J jnl
Automated model discovery for tensional homeostasis: Constitutive machine learning in growth and remodeling.
Comput. Biol. Medicine
Hagen Holthusen, Tim Brepols, Kevin Linka, Ellen Kuhl
2025 J jnl
Automating modeling in mechanics: LLMs as designers of physics-constrained neural networks for constitutive modeling of materials.
CoRR
Marius Tacke, Matthias Busch, Kian P. Abdolazizi, Jonas F. Eichinger, Kevin Linka, Christian J. Cyron, Roland C. Aydin
2025 J jnl
Functional partitioning through competitive learning.
Frontiers Artif. Intell.
Marius Tacke, Matthias Busch, Kevin Linka, Christian J. Cyron, Roland C. Aydin
2024 J jnl
A Spectral-based Physics-informed Finite Operator Learning for Prediction of Mechanical Behavior of Microstructures.
CoRR
Ali Harandi, Hooman Danesh, Kevin Linka, Stefanie Reese, Shahed Rezaei
2024 J jnl
Active partitioning: inverting the paradigm of active learning.
CoRR
Marius Tacke, Matthias Busch, Kevin Linka, Christian J. Cyron, Roland C. Aydin
2024 J jnl
Automated Model Discovery for Tensional Homeostasis: Constitutive Machine Learning in Growth and Remodeling.
CoRR
Hagen Holthusen, Tim Brepols, Kevin Linka, Ellen Kuhl
2024 J jnl
Viscoelastic constitutive artificial neural networks (vCANNs) - A framework for data-driven anisotropic nonlinear finite viscoelasticity.
J. Comput. Phys.
Kian P. Abdolazizi, Kevin Linka, Christian J. Cyron
2023 J jnl
Benchmarks for physics-informed data-driven hyperelasticity.
CoRR
Vahidullah Tac, Kevin Linka, Francisco Sahli Costabal, Ellen Kuhl, Adrian Buganza Tepole
2023 J jnl
On sparse regression, Lp-regularization, and automated model discovery.
CoRR
Jeremy A. McCulloch, Skyler R. St. Pierre, Kevin Linka, Ellen Kuhl
2023 J jnl
Viscoelastic Constitutive Artificial Neural Networks (vCANNs) - a framework for data-driven anisotropic nonlinear finite viscoelasticity.
CoRR
Kian P. Abdolazizi, Kevin Linka, Christian J. Cyron
2022 J jnl
A new family of Constitutive Artificial Neural Networks towards automated model discovery.
CoRR
Kevin Linka, Ellen Kuhl
2022 J jnl
Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems.
CoRR
Kevin Linka, Amelie Schäfer, Xuhui Meng, Zongren Zou, George Em Karniadakis, Ellen Kuhl
2021 J jnl
Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning.
J. Comput. Phys.
Kevin Linka, Markus Hillgärtner, Kian P. Abdolazizi, Roland C. Aydin, Mikhail Itskov, Christian J. Cyron
2021 J jnl
Neural network surgery: Combining training with topology optimization.
Neural Networks
Elisabeth J. Schiessler, Roland C. Aydin, Kevin Linka, Christian J. Cyron