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
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. 2024Research 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
Overview of phase-field models for fatigue fracture in a unified framework
Kalina, M., Schneider, T., Brummund, J. & Kästner, M., May 2023, In: Engineering fracture mechanics. 288, 109318.Research output: Contribution to journal › Research article › Contributed › peer-review
Physics-augmented neural networks for the constitutive modeling of viscoelastic materials
Rosenkranz, M. (Speaker), Kalina, K. A. (Involved person), Brummund, J. (Involved person), Sun, W. (Involved person), Kästner, M. (Involved person)7 Feb 2024
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed
Viscoelasticty with physics-augmented neural networks: Model formulation and training methods without prescribed internal variables
Rosenkranz, M. (Speaker), Kalina, K. A. (Involved person), Brummund, J. (Involved person), Kästner, M. (Involved person)19 Dec 2023
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed
Automated Constitutive Modeling of Viscoelastic Materials using Physics-Augmented Neural Networks
Rosenkranz, M. (Speaker), Kalina, K. A. (Involved person), Brummund, J. (Involved person), Kästner, M. (Involved person)31 May 2023
Activity: Talk or presentation at external institutions/events › Talk/Presentation › Contributed
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