Beschleunigtes Materialdesign durch künstliche Intelligenz im Forschungsdatenmanagement
Using the example of polyurethane foam structures, this work develops a modular, FAIR workflow for data-driven materials development. Through AI-based segmentation, generative 3D models, and simulations, microstructural properties are automatically analysed and mechanical characteristics are reliabl...
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| Format: | Online |
| Sprog: | tysk |
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KIT Scientific Publishing
2026
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| Online adgang: | 2192-9963 (Online) |
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| _version_ | 1869526485906227200 |
|---|---|
| author | Griem, Lars Christoph |
| author_browse | Griem, Lars Christoph |
| author_facet | Griem, Lars Christoph |
| author_sort | Griem, Lars Christoph |
| collection | Directory of Open Access Books |
| description | Using the example of polyurethane foam structures, this work develops a modular, FAIR workflow for data-driven materials development. Through AI-based segmentation, generative 3D models, and simulations, microstructural properties are automatically analysed and mechanical characteristics are reliably predicted. The generic workflows and transparent data management accelerate the development process and can be flexibly applied to other materials. |
| format | Online |
| id | doab-20.500.12854ir-174321 |
| institution | Directory of Open Access Books |
| language | ger |
| publishDate | 2026 |
| publishDateRange | 2026 |
| publishDateSort | 2026 |
| publisher | KIT Scientific Publishing |
| publisherStr | KIT Scientific Publishing |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1743212026-03-25T05:27:02Z Beschleunigtes Materialdesign durch künstliche Intelligenz im Forschungsdatenmanagement Griem, Lars Christoph FAIR Generative AI Generative KI Materialentwicklung Materials Design Research Data Management Segmentation Segmentierung Forschungsdatenmanagement thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TG Mechanical engineering and materials::TGB Mechanical engineering Using the example of polyurethane foam structures, this work develops a modular, FAIR workflow for data-driven materials development. Through AI-based segmentation, generative 3D models, and simulations, microstructural properties are automatically analysed and mechanical characteristics are reliably predicted. The generic workflows and transparent data management accelerate the development process and can be flexibly applied to other materials. 2026-03-25T05:27:01Z 2026-03-25T05:27:01Z 2026-03-24T10:09:47Z 2026 book 2192-9963 (Online) 2192-9963 https://library.oapen.org/handle/20.500.12657/112177 https://directory.doabooks.org/handle/20.500.12854/174321 ger Schriftenreihe des Instituts für Angewandte Materialien, Karlsruher Institut für Technologie open access image/jpeg Attribution-ShareAlike 4.0 International https://library.oapen.org/bitstream/20.500.12657/112177/1/9783731514619.pdf KIT Scientific Publishing KIT Scientific Publishing 10.5445/KSP/1000187467 10.5445/KSP/1000187467 68fffc18-8f7b-44fa-ac7e-0b7d7d979bd2 KIT Scientific Publishing 338 Karlsruhe, Germany open access |
| spellingShingle | FAIR Generative AI Generative KI Materialentwicklung Materials Design Research Data Management Segmentation Segmentierung Forschungsdatenmanagement thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TG Mechanical engineering and materials::TGB Mechanical engineering Griem, Lars Christoph Beschleunigtes Materialdesign durch künstliche Intelligenz im Forschungsdatenmanagement |
| title | Beschleunigtes Materialdesign durch künstliche Intelligenz im Forschungsdatenmanagement |
| title_full | Beschleunigtes Materialdesign durch künstliche Intelligenz im Forschungsdatenmanagement |
| title_fullStr | Beschleunigtes Materialdesign durch künstliche Intelligenz im Forschungsdatenmanagement |
| title_full_unstemmed | Beschleunigtes Materialdesign durch künstliche Intelligenz im Forschungsdatenmanagement |
| title_short | Beschleunigtes Materialdesign durch künstliche Intelligenz im Forschungsdatenmanagement |
| title_sort | beschleunigtes materialdesign durch kunstliche intelligenz im forschungsdatenmanagement |
| topic | FAIR Generative AI Generative KI Materialentwicklung Materials Design Research Data Management Segmentation Segmentierung Forschungsdatenmanagement thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TG Mechanical engineering and materials::TGB Mechanical engineering |
| topic_facet | FAIR Generative AI Generative KI Materialentwicklung Materials Design Research Data Management Segmentation Segmentierung Forschungsdatenmanagement thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TG Mechanical engineering and materials::TGB Mechanical engineering |
| url | 2192-9963 (Online) |
| work_keys_str_mv | AT griemlarschristoph beschleunigtesmaterialdesigndurchkunstlicheintelligenzimforschungsdatenmanagement |