Dr.-Ing. Jörg BrummundPerson
Person
- Chair of Computational and Experimental Solid Mechanics- Academic Staff
Affiliations
Identification Numbers
| Scopus author ID | 6507526612 |
|---|
Related content
- Research output
- Activities
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., 21 Jan 2025, In: Computer Methods in Applied Mechanics and Engineering. 437, 117725.Research output: Contribution to journal › Research article › Contributed › peer-review
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
Viscoelasticty 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. 74, 6, p. 1279-1301 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
Anisotropic hyperelasticity meets physics-augmented neural networks
Kalina, K. A. (Speaker), Brummund, J. (Involved person), Sun, W. (Involved person), Kästner, M. (Involved person)7 Apr 2025 → 11 Apr 2025
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed
Constitutive Modeling of Anisotropic Elasticityand Magneto-Elasticity with Neural Networks
Kalina, K. A. (Speaker), Brummund, J. (Involved person), Roth, H. T. (Involved person), Gebhart, P. (Involved person), Sun, W. (Involved person), Kästner, M. (Involved person)17 Feb 2025 → 21 Feb 2025
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed
Physics-augmented neural networks meet anisotropic hyperelasticity
Kalina, K. A. (Speaker), Brummund, J. (Involved person), Sun, W. (Involved person), Kästner, M. (Involved person)11 Feb 2025 → 12 Feb 2025
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed
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
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed
Constitutive modeling with physics-augmented neural networks
Kalina, K. A. (Speaker), Linden, L. (Involved person), Rosenkranz, M. (Involved person), Brummund, J. (Involved person), Klein, D. (Involved person), Weeger, O. (Involved person), Sun, W. (Involved person), Kästner, M. (Involved person)26 Aug 2024 → 29 Aug 2024
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed