Kevin Linka

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 8

Top Topics

Backpropagation Algorithm

Benchmark Suite

Top Venues

J. Comput. Phys.

Neural Networks

Publications

Kian P. Abdolazizi, Kevin Linka, Christian J. Cyron
Viscoelastic constitutive artificial neural networks (vCANNs) - A framework for data-driven anisotropic nonlinear finite viscoelasticity. J. Comput. Phys. 499 (2024)
Kian P. Abdolazizi, Kevin Linka, Christian J. Cyron
Viscoelastic Constitutive Artificial Neural Networks (vCANNs) - a framework for data-driven anisotropic nonlinear finite viscoelasticity. CoRR (2023)
Vahidullah Tac, Kevin Linka, Francisco Sahli Costabal, Ellen Kuhl, Adrian Buganza Tepole
Benchmarks for physics-informed data-driven hyperelasticity. CoRR (2023)
Jeremy A. McCulloch, Skyler R. St. Pierre, Kevin Linka, Ellen Kuhl
On sparse regression, Lp-regularization, and automated model discovery. CoRR (2023)
Kevin Linka, Amelie Schafer, Xuhui Meng, Zongren Zou, George Em Karniadakis, Ellen Kuhl
Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems. CoRR (2022)
Kevin Linka, Ellen Kuhl
A new family of Constitutive Artificial Neural Networks towards automated model discovery. CoRR (2022)
Kevin Linka, Markus Hillgärtner, Kian P. Abdolazizi, Roland C. Aydin, Mikhail Itskov, Christian J. Cyron
Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning. J. Comput. Phys. 429 (2021)
Elisabeth J. Schiessler, Roland C. Aydin, Kevin Linka, Christian J. Cyron
Neural network surgery: Combining training with topology optimization. Neural Networks 144 (2021)