Toward Automated Topology Optimization: Identification of Non-Design Features of CAD Models Using Graph Neural Networks
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Toward Automated Topology Optimization : Identification of Non-Design Features of CAD Models Using Graph Neural Networks. / Jasinski, Michael; Schöfer, Fabian; Seibel, Arthur.
Industrializing Additive Manufacturing: Proceedings of AMPA2023. Hrsg. / Christoph Klahn; Mirko Meboldt; Julian Ferchow. Cham : Springer International Publishing AG, 2024. S. 267-279 (Springer Tracts in Additive Manufacturing).Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › begutachtet
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RIS
TY - CHAP
T1 - Toward Automated Topology Optimization
T2 - 3th International Conference on Additive Manufacturing in Products and Applications - AMPA 2023
AU - Jasinski, Michael
AU - Schöfer, Fabian
AU - Seibel, Arthur
N1 - Conference code: 3
PY - 2024
Y1 - 2024
N2 - This paper presents an automated identification of non-design features of CAD models for topology optimization using learning-based segmentation. The CAD files are taken from a large database of industry-relevant components. Based on the geometry and topology of the components, a graph structure is created and processed by a deep neural network. The results show good match with real cases and can be continuously improved by training with additional data.
AB - This paper presents an automated identification of non-design features of CAD models for topology optimization using learning-based segmentation. The CAD files are taken from a large database of industry-relevant components. Based on the geometry and topology of the components, a graph structure is created and processed by a deep neural network. The results show good match with real cases and can be continuously improved by training with additional data.
KW - Engineering
KW - Design Automation
KW - Topology Optimization
KW - Graph Neural Networks
UR - https://www.mendeley.com/catalogue/8f45c01f-21f5-3101-8f2f-0377a38446d7/
U2 - 10.1007/978-3-031-42983-5_19
DO - 10.1007/978-3-031-42983-5_19
M3 - Article in conference proceedings
SN - 978-3-031-42982-8
T3 - Springer Tracts in Additive Manufacturing
SP - 267
EP - 279
BT - Industrializing Additive Manufacturing
A2 - Klahn, Christoph
A2 - Meboldt, Mirko
A2 - Ferchow, Julian
PB - Springer International Publishing AG
CY - Cham
Y2 - 12 September 2023 through 14 September 2023
ER -