Dr.-Ing. Jörg Brummund
© TUD/NEFM
Name
Dr.-Ing. Jörg Brummund
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Organization Name
Chair of Computational and Experimental Solid Mechanics
Address
work
Visiting address:
Zeunerbau, Room 354 George-Bähr-Straße 3c
01069 Dresden
Research
- Material modelling
- Modelling of magnetic materials
- Phase field modelling
- Modelling of hydrogels
Teaching
- Tutorials for basic and advanced courses
- Lectures: Tensor analysis, Analytic methods in solid mechanics, Variational calculus
Publications
23 Entries
2025
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Neural networks meet anisotropic hyperelasticity: A framework based on generalized structure tensors and isotropic tensor functions, 21 Jan 2025, In: Computer Methods in Applied Mechanics and Engineering. 437, 117725Electronic (full-text) versionResearch output: Contribution to journal > Research article
2024
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Viscoelasticty with physics-augmented neural networks: model formulation and training methods without prescribed internal variables, 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.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Neural network-based multiscale modeling of finite strain magneto-elasticity with relaxed convexity criteria, Mar 2024, In: Computer Methods in Applied Mechanics and Engineering. 421, 116739Electronic (full-text) versionResearch output: Contribution to journal > Research article
2023
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Neural networks meet hyperelasticity: A guide to enforcing physics, Oct 2023, In: Journal of the Mechanics and Physics of Solids. 179, 105363Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Overview of phase-field models for fatigue fracture in a unified framework, 4 Aug 2023, In: Engineering Fracture Mechanics. 288, 109318Electronic (full-text) versionResearch output: Contribution to journal > Research article
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A comparative study on different neural network architectures to model inelasticity, 18 Jul 2023, In: International Journal for Numerical Methods in Engineering. 124 (2023), 21, p. 4802-4840, 39 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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FEANN: an efficient data-driven multiscale approach based on physics-constrained neural networks and automated data mining, 8 Feb 2023, In: Computational Mechanics : solids, fluids, engineered materials, aging infrastructure, molecular dynamics, heat transfer, manufacturing processes, optimization, fracture & integrity. 71, 5, p. 827-851, 25 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
2022
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Automated constitutive modeling of isotropic hyperelasticity based on artificial neural networks, Jan 2022, In: Computational Mechanics : solids, fluids, engineered materials, aging infrastructure, molecular dynamics, heat transfer, manufacturing processes, optimization, fracture & integrity. 69, p. 213-232, 20 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
2021
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Jump conditions in phase‐field modeling of interface fracture, Jan 2021Electronic (full-text) versionResearch output: Contribution to conferences > Paper
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A macroscopic model for magneto‐active elastomers based on microscopic simulations, 2021, In: Proceedings in Applied Mathematics and Mechanics: PAMM. 20 (2020), 1, p. e202000208, 2 p.Electronic (full-text) versionResearch output: Contribution to journal > Conference article
This information is provided by the FIS.
Talks
20 Entries
2025
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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
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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
2024
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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 Sep 2024 → 27 Sep 2024 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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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
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Application of physics-augmented neural networks to multiscale problems Kalina, K. A. (Speaker), Brummund, J. (Involved person), Sun, W. (Involved person), Kästner, M. (Involved person) 21 Jul 2024 → 26 Jul 2024 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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Multiscale modeling with physics-augmented neural networks Kalina, K. A. (Speaker), Brummund, J. (Involved person), Sun, W. (Involved person), Kästner, M. (Speaker) 3 Jun 2024 → 7 Jun 2024 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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Multiscale modeling of anisotropic finite strain elasticity with physics-augmented neural networks and generalized structure tensors Kalina, K. A. (Speaker), Brummund, J. (Involved person), Sun, W. (Involved person), Kästner, M. (Involved person) 18 Mar 2024 → 22 Mar 2024 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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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
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Multiscale Modeling with Physics-Augmented Neural Networks Kalina, K. A. (Speaker), Brummund, J. (Involved person), Gebhart, P. (Involved person), Linden, L. (Involved person), Sun, W. (Involved person), Kästner, M. (Involved person) 6 Feb 2024 → 7 Feb 2024 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
2023
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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
This information is provided by the FIS.