Lennart Linden Dipl.-Ing.Person
Person
- Chair of Computational and Experimental Solid Mechanics- Academic Staff
Related content
- Research output
- Activities
Neural network-based multiscale modeling of finite strain magneto-elasticity with relaxed convexity criteria
Kalina, K. A., Gebhart, P., Brummund, J., Linden, L., Sun, W. & Kästner, M., Mar 2024, In: Computer methods in applied mechanics and engineering. 421, 116739.Research output: Contribution to journal › Research article › Contributed › peer-review
Neural networks meet hyperelasticity: A guide to enforcing physics
Linden, L., Klein, D., Kalina, K. A., Brummund, J., Weeger, O. & Kästner, M., Oct 2023, In: Journal of the Mechanics and Physics of Solids. 179, 105363.Research output: Contribution to journal › Research article › Contributed
FEANN: an efficient data-driven multiscale approach based on physics-constrained neural networks and automated data mining
Kalina, K. A., Linden, L., Brummund, J. & Kästner, M., 8 Feb 2023, In: Computational mechanics. 71, 5, p. 827-851 25 p.Research output: Contribution to journal › Research article › Contributed › peer-review
FEANN - An efficient data-driven multiscale approach based on physics-constrained neural networks and automated data mining
Kalina, K. A., Linden, L., Brummund, J. & Kästner, M., 3 Jul 2022, 22 p.Research output: Preprint/documentation/report › Preprint
Automated constitutive modeling of isotropic hyperelasticity based on artificial neural networks
Kalina, K. A., Linden, L., Brummund, J., Metsch, P. & Kästner, M., Jan 2022, In: Computational mechanics. 69, p. 213-232 20 p.Research output: Contribution to journal › Research article › Contributed › peer-review
Physics-augmented neural networks meet hyperelasticity
Kalina, K. A. (Speaker), Linden, L. (Involved person), Brummund, J. (Involved person), Klein, D. (Involved person), Weeger, O. (Involved person), Kästner, M. (Involved person)21 Mar 2023
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed
Application of Artificial Neural Networks in Constitutive Modeling: A Comparison of Various Network Architectures
Kalina, K. A. (Speaker), Rosenkranz, M. (Involved person), Linden, L. (Involved person), Brummund, J. (Involved person), Kästner, M. (Involved person)21 Sept 2022 → 23 Sept 2022
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed
An efficient data-driven multiscale scheme based on physics-constrained neural networks and autonomous data mining
Linden, L. (Speaker), Kalina, K. A. (Involved person), Brummund, J. (Involved person), Kästner, M. (Involved person)15 Aug 2022 → 19 Aug 2022
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed
Constitutive Modeling of Isotropic and Anisotropic Hyperelastic Materials based on Physically Constrained Artificial Neural Networks
Kalina, K. A. (Involved person), Linden, L. (Speaker), Brummund, J. (Involved person), Kästner, M. (Involved person)31 Jul 2022 → 5 Aug 2022
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed
Constitutive modeling of isotropic and anisotropic hyperelastic solids based on physically informed artificial neural networks
Linden, L. (Speaker), Kalina, K. A. (Involved person), Brummund, J. (Involved person), Kästner, M. (Involved person)2022
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed