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Mommert, Michael und Volk, Marie-Christine und Bauer, Christian und Barta, Robin und Wagner, Claus (2025) The Pareto front of PINNs for temperature reconstruction from 3D velocity fields in mixed convection. In: 2nd MadeAI 2025 - International Conference of Modelling, Data Analytics and AI in Engineering, Seiten 57-60. 2nd MadeAI 2025 - International Conference of Modelling, Data Analytics and AI in Engineering, 2025-07-07 - 2025-07-11, Porto, Portugal.
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Offizielle URL: https://madeai-eng.org/2025-conference-program/
Kurzfassung
We demonstrate the temperature reconstruction potential of PINNs for a mixed convective flow in a cuboid cavity based on tomographic particle image velocimetry data provided for a sub-volume of the cavity. To optimise the loss weighting strategy for this application and to gain insight into the training processes, the associated Pareto front will be analysed.
| elib-URL des Eintrags: | https://elib.dlr.de/212892/ | ||||||||||||||||||||||||
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| Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||
| Titel: | The Pareto front of PINNs for temperature reconstruction from 3D velocity fields in mixed convection | ||||||||||||||||||||||||
| Autoren: |
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| Datum: | 8 Juli 2025 | ||||||||||||||||||||||||
| Erschienen in: | 2nd MadeAI 2025 - International Conference of Modelling, Data Analytics and AI in Engineering | ||||||||||||||||||||||||
| Referierte Publikation: | Ja | ||||||||||||||||||||||||
| Open Access: | Ja | ||||||||||||||||||||||||
| Gold Open Access: | Nein | ||||||||||||||||||||||||
| In SCOPUS: | Nein | ||||||||||||||||||||||||
| In ISI Web of Science: | Nein | ||||||||||||||||||||||||
| Seitenbereich: | Seiten 57-60 | ||||||||||||||||||||||||
| Name der Reihe: | Proceedings | ||||||||||||||||||||||||
| Status: | veröffentlicht | ||||||||||||||||||||||||
| Stichwörter: | PINN, mixed convection flow | ||||||||||||||||||||||||
| Veranstaltungstitel: | 2nd MadeAI 2025 - International Conference of Modelling, Data Analytics and AI in Engineering | ||||||||||||||||||||||||
| Veranstaltungsort: | Porto, Portugal | ||||||||||||||||||||||||
| Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||
| Veranstaltungsbeginn: | 7 Juli 2025 | ||||||||||||||||||||||||
| Veranstaltungsende: | 11 Juli 2025 | ||||||||||||||||||||||||
| Veranstalter : | University of Porto | ||||||||||||||||||||||||
| HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||||||
| HGF - Programm: | Verkehr | ||||||||||||||||||||||||
| HGF - Programmthema: | Schienenverkehr | ||||||||||||||||||||||||
| DLR - Schwerpunkt: | Verkehr | ||||||||||||||||||||||||
| DLR - Forschungsgebiet: | V SC Schienenverkehr | ||||||||||||||||||||||||
| DLR - Teilgebiet (Projekt, Vorhaben): | V - RoSto - Rolling Stock | ||||||||||||||||||||||||
| Standort: | Göttingen | ||||||||||||||||||||||||
| Institute & Einrichtungen: | Institut für Aerodynamik und Strömungstechnik > Bodengebundene Fahrzeuge | ||||||||||||||||||||||||
| Hinterlegt von: | Mommert, Michael | ||||||||||||||||||||||||
| Hinterlegt am: | 11 Jul 2025 10:55 | ||||||||||||||||||||||||
| Letzte Änderung: | 11 Jul 2025 10:55 |
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