Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being -
SDG 5 Gender Equality -
SDG 7 Affordable and Clean Energy -
SDG 8 Decent Work and Economic Growth -
SDG 9 Industry, Innovation, and Infrastructure -
SDG 10 Reduced Inequalities -
SDG 11 Sustainable Cities and Communities -
SDG 13 Climate Action -
SDG 16 Peace, Justice and Strong Institutions
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Collaborations and top research areas from the last five years
Projects
- 5 Active
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SAFEMAP: Structural Assessment and Optimization using Fast and Efficacious Multi-data AI Approaches with Hybrid Multi-Physics under Natural Hazards
Dietrich, F. (PI), Wüchner, R. (PI) & Li, V. M. (CoI)
1/11/25 → 28/02/30
Project: Research
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AutoMD-AI: Surrogatmodelle und Auto-Tuning-Verfahren für molekulare Fluidsimulation
Dietrich, F. (PI) & Neumann, P. (PI)
1/10/24 → 30/09/27
Project: Research
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Pedestrian dynamics prediction for safe and flow-efficient building design
Dietrich, F. (PI), Borrmann, A. (PI) & Čukarska, A. (CoI)
27/11/23 → 26/11/27
Project: Research
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Deep physics based structural health monitoring
Dietrich, F. (PI), Kollmannsberger, S. S. (PI), Bungartz, H.-J. (PI) & Sun, Q. (CoI)
13/03/23 → 12/03/27
Project: Research
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Harmonic Artificial Intelligence based on Linear Operators
Dietrich, F. (PI), Bolager, E. (CoI) & Burak, I. (CoI)
1/04/22 → 31/03/28
Project: Research
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Machine learning in pedestrian and evacuation dynamics for the built environment: A systematic literature review
Berggold, P., Čukarska, A., Nousias, S., Dietrich, F. & Borrmann, A., Jun 2026, In: Safety Science. 198, 107143.Research output: Contribution to journal › Review article › peer-review
Open Access -
Accelerating full waveform inversion by transfer learning
Singh, D. S., Herrmann, L., Sun, Q., Bürchner, T., Dietrich, F. & Kollmannsberger, S., Aug 2025, In: Computational Mechanics. 76, 2, p. 323-344 22 p.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Scientific machine learning
Dietrich, F. & Schilders, W., Oct 2025, In: Mathematische Semesterberichte. 72, 2, p. 89-115 27 p.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations -
SYSTEMATIC CONSTRUCTION OF CONTINUOUS-TIME NEURAL NETWORKS FOR LINEAR DYNAMICAL SYSTEMS
Datar, C., Datar, A., Dietrich, F. & Schilders, W., 2025, In: SIAM Journal on Scientific Computing. 47, 4, p. C820-C845Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
9028 | Uncertainty quantification for wheeled locomotion machine learning predictions on soft soil
Fediukov, V., Huhne, J., Dietrich, F. & Buse, F., 2024, Proceedings of the 21st International and 12th Asia-Pacific Regional Conference of the ISTVS. Yamakawa, J., Ishigami, G., Ozaki, S., Eto, R. & Martelli, M. (eds.). International Society for Terrain-Vehicle Systems, p. 301-309 9 p. (Proceedings of the 21st International and 12th Asia-Pacific Regional Conference of the ISTVS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
2 Scopus citations