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Research Portal of the TU Dresden

Dr.-Ing. Jörg Brummund
Person

Affiliations

Chair of Computational and Experimental Solid Mechanics
- Academic Staff
- joerg.brummund@tu-dresden.de

Identification Numbers

Scopus author ID	6507526612

Neural networks meet anisotropic hyperelasticity: A framework based on generalized structure tensors and isotropic tensor functions

Kalina, K. A., Brummund, J., Sun, W. & Kästner, M., 4 Oct 2024.

Research output: Preprint/Documentation/Report › Preprint

Viscoelasticity with physics-augmented neural networks: model formulation and training methods without prescribed internal variables

Rosenkranz, M., Kalina, K. A., Brummund, J., Sun, W. & Kästner, M., 6 May 2024, In: Computational Mechanics : solids, fluids, engineered materials, aging infrastructure, molecular dynamics, heat transfer, manufacturing processes, optimization, fracture & integrity. 2024, 6, 23 p.

Research output: Contribution to journal › Research article › Contributed › peer-review

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

A comparative study on different neural network architectures to model inelasticity

Rosenkranz, M., Kalina, K. A., Brummund, J. & Kästner, M., 18 Jul 2023, In: International Journal for Numerical Methods in Engineering. 124, 21, p. 4802-4840 39 p.

Research output: Contribution to journal › Research article › Contributed › peer-review

View all research output (24)

Neural networks meet magneto-mechanics: A framework for automated model generation

Kalina, K. A. (Speaker), Brummund, J. (Involved person), Gebhart, P. (Involved person), Wallmersperger, T. (Involved person), Sun, W. (Involved person), Kästner, M. (Involved person)

25 Sept 2024 → 27 Sept 2024