Kontakt
Universitätsstraße 32
70569 Stuttgart
Deutschland
Raum: 2.331
Sprechstunde
by arrangement - please write me an e-mail
Fachgebiet
- Multiscale Simulations (FE²) of Heterogeneous Materials
- Machine Learning and GPU Acceleration for Scientific Computing
- FFT-Based Solvers for Computational Micromechanics
2026
- Herb, J., & Fritzen, F. (2026). Accelerating Conjugate Gradient Solvers for Homogenization Problems With Unitary Neural Operators. International Journal for Numerical Methods in Engineering, 127, Article 5. https://doi.org/10.1002/nme.70277
2025
- Fritzen, F., Herb, J., & Sharba, S. (2025). Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection. Computer Methods in Applied Mechanics and Engineering, 433, 117487. https://doi.org/10.1016/j.cma.2024.117487
- Keshav, S., Herb, J., & Fritzen, F. (2025). Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees. GAMM-Mitteilungen. https://doi.org/10.1002/gamm.70005
- Rettberg, J., Kneifl, J., Herb, J., Buchfink, P., Fehr, J., & Haasdonk, B. (2025). Data-driven identification of latent port-Hamiltonian systems. Computational Science and Engineering, 2, Article 1. https://doi.org/10.1007/s44207-025-00007-2
2023
- Sharba, S., Herb, J., & Fritzen, F. (2023). Reduced order homogenization of thermoelastic materials with strong temperature dependence and comparison to a machine-learned model. Archive of Applied Mechanics, 93, Article 7. https://doi.org/10.1007/s00419-023-02411-6
| Summer term 2026 | Data Processing for Engineers and Scientists (Block course) |
| Winter term 2025/26 | Data Processing for Engineers and Scientists |
| Summer term 2025 | Data Processing for Engineers and Scientists (Block course) |
| Winter term 2024/25 | Data Processing for Engineers and Scientists |
| Summer term 2024 | Data Processing for Engineers and Scientists (Block course) |
| since 03/2024 | Doctoral Researcher at the University of Stuttgart, Institute of Applied Mechanics, Data Analytics in Engineering (DAE) |
| 10/2021-02/2024 | Master studies in Simulation Technology at the University of Stuttgart (M.Sc.) |
| 2019-2022 | Working student sensor development at Kistler Group |
| 10/2018-11/2021 | Bachelor studies in Simulation Technology at the University of Stuttgart (B.Sc.) |
| 06/2018 | Abitur at Gymnasium Friedrich II. Lorch |
- 20. March 2026: 96th Annual Meeting of the International Association of Applied Mathematics and Mechanics (GAMM 2026), Stuttgart
- 12. February 2026: GAMM Workshop Data-driven modeling and numerical simulation of microstructured materials (GAMM AG Data 2026), Braunschweig
- 22. September 2025: 11th GACM Colloquium on Computational Mechanics (GACM 2025), Braunschweig
- 18. February 2025: ECCOMAS Artificial Intelligence and Computational Methods in Applied Science (AICOMAS 2025), Paris
- 12. February 2025: GAMM Workshop Data-driven modeling and numerical simulation of microstructured materials (GAMM AG Data 2025), Darmstadt
- 25. September 2024: DGM Materials Science and Engineering (MSE 2024), Darmstadt
- Herb, J. & Fritzen, F. (2026). UNO-CG: Accelerating Conjugate Gradient Solvers With Unitary Neural Operators https://github.com/DataAnalyticsEngineering/UNOCG
- Herb, J. & Fritzen, F. (2026). Supplemental data for "Accelerating Conjugate Gradient Solvers for Homogenization Problems with Unitary Neural Operators", https://doi.org/10.18419/DARUS-5686
- Keshav, S., Herb, J. & Fritzen, F. (2025). VoigtReussNet https://github.com/DataAnalyticsEngineering/VoigtReussNet
- Keshav, S., Herb, J. & Fritzen, F. (2025). Supplemental data for "Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees", https://doi.org/10.18419/darus-5120, DaRUS
- Herb, J., Keshav, S. & Fritzen, F. (2024). NFDI-Matwerk demonstrator https://github.com/DataAnalyticsEngineering/nfdi-demonstrator
- Fritzen, F., Herb, J. & Sharba, S. (2024). ThermoNTFA https://github.com/DataAnalyticsEngineering/ThermoNTFA
- Fritzen, F., Herb, J. & Sharba, S. (2024). Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection", https://doi.org/10.18419/darus-4509, DaRUS
- Kneifl, J., Rettberg, J. & Herb, J. (2024) ApHIN - Autoencoder-based port-Hamiltonian Identification Networks https://github.com/Institute-Eng-and-Comp-Mechanics-UStgt/ApHIN
- Sharba, S., Herb. J. & Fritzen, F. (2023). AdaptiveThermoMechROM, https://github.com/DataAnalyticsEngineering/AdaptiveThermoMechROM