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Volk, Marie-Christine and Mommert, Michael and Bauer, Christian and Sergent, Anne and Lucor, Didier and Wagner, Claus (2026) From Soft to Hard Turbulence: Architectural and Optimization Requirements of PINNs for Temperature Field Reconstruction in Rayleigh-Bénard Convection. In: 3rd ERCOFTAC Workshop on Machine Learning for Fluid Dynamics. 3rd ERCOFTAC Workshop on Machine Learning for Fluid Dynamics, 2026-03-04 - 2026-03-06, Amsterdam, Netherlands.
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Official URL: https://www.ercoftac.org/ercoftac_news/ml4fd2026/
| Item URL in elib: | https://elib.dlr.de/217682/ | ||||||||||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||||||||||||
| Title: | From Soft to Hard Turbulence: Architectural and Optimization Requirements of PINNs for Temperature Field Reconstruction in Rayleigh-Bénard Convection | ||||||||||||||||||||||||||||
| Authors: |
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| Date: | March 2026 | ||||||||||||||||||||||||||||
| Journal or Publication Title: | 3rd ERCOFTAC Workshop on Machine Learning for Fluid Dynamics | ||||||||||||||||||||||||||||
| Open Access: | No | ||||||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||||||
| In SCOPUS: | No | ||||||||||||||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||||||||||||||
| Editors: |
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| Status: | Published | ||||||||||||||||||||||||||||
| Keywords: | Physics-informed machine learning, Rayleigh-Bénard convection | ||||||||||||||||||||||||||||
| Event Title: | 3rd ERCOFTAC Workshop on Machine Learning for Fluid Dynamics | ||||||||||||||||||||||||||||
| Event Location: | Amsterdam, Netherlands | ||||||||||||||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||||||||||||||
| Event Start Date: | 4 March 2026 | ||||||||||||||||||||||||||||
| Event End Date: | 6 March 2026 | ||||||||||||||||||||||||||||
| Organizer: | ERCOFTAC | ||||||||||||||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||||||||||
| HGF - Program: | Transport | ||||||||||||||||||||||||||||
| HGF - Program Themes: | Rail Transport | ||||||||||||||||||||||||||||
| DLR - Research area: | Transport | ||||||||||||||||||||||||||||
| DLR - Program: | V SC Schienenverkehr | ||||||||||||||||||||||||||||
| DLR - Research theme (Project): | V - RoSto - Rolling Stock | ||||||||||||||||||||||||||||
| Location: | Göttingen | ||||||||||||||||||||||||||||
| Institutes and Institutions: | Institute for Aerodynamics and Flow Technology > Ground Vehicles | ||||||||||||||||||||||||||||
| Deposited By: | Volk, Marie-Christine | ||||||||||||||||||||||||||||
| Deposited On: | 16 Apr 2026 15:48 | ||||||||||||||||||||||||||||
| Last Modified: | 16 Apr 2026 15:48 |
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