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Toward Automated Topology Optimization: Identification of Non-Design Features of CAD Models Using Graph Neural Networks

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › begutachtet

Standard

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, 2024. S. 267-279 (Springer Tracts in Additive Manufacturing; Band Part F3256).

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › begutachtet

Harvard

Jasinski, M, Schöfer, F & Seibel, A 2024, Toward Automated Topology Optimization: Identification of Non-Design Features of CAD Models Using Graph Neural Networks. in C Klahn, M Meboldt & J Ferchow (Hrsg.), Industrializing Additive Manufacturing: Proceedings of AMPA2023. Springer Tracts in Additive Manufacturing, Bd. Part F3256, Springer International Publishing, Cham, S. 267-279, 3th International Conference on Additive Manufacturing in Products and Applications - AMPA 2023, Zürich, Schweiz, 12.09.23. https://doi.org/10.1007/978-3-031-42983-5_19

APA

Jasinski, M., Schöfer, F., & Seibel, A. (2024). Toward Automated Topology Optimization: Identification of Non-Design Features of CAD Models Using Graph Neural Networks. In C. Klahn, M. Meboldt, & J. Ferchow (Hrsg.), Industrializing Additive Manufacturing: Proceedings of AMPA2023 (S. 267-279). (Springer Tracts in Additive Manufacturing; Band Part F3256). Springer International Publishing. https://doi.org/10.1007/978-3-031-42983-5_19

Vancouver

Jasinski M, Schöfer F, Seibel A. Toward Automated Topology Optimization: Identification of Non-Design Features of CAD Models Using Graph Neural Networks. in Klahn C, Meboldt M, Ferchow J, Hrsg., Industrializing Additive Manufacturing: Proceedings of AMPA2023. Cham: Springer International Publishing. 2024. S. 267-279. (Springer Tracts in Additive Manufacturing). doi: 10.1007/978-3-031-42983-5_19

Bibtex

@inbook{e5f9cdeb7fb4429184011b7bcdf3e611,
title = "Toward Automated Topology Optimization: Identification of Non-Design Features of CAD Models Using Graph Neural Networks",
abstract = "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.",
keywords = "Engineering, Design Automation, Topology Optimization, Graph Neural Networks",
author = "Michael Jasinski and Fabian Sch{\"o}fer and Arthur Seibel",
note = "Publisher Copyright: {\textcopyright} The Author(s), under exclusive license to Springer Nature Switzerland AG 2024.; 3th International Conference on Additive Manufacturing in Products and Applications - AMPA 2023, AMPA 2023 ; Conference date: 12-09-2023 Through 14-09-2023",
year = "2024",
doi = "10.1007/978-3-031-42983-5_19",
language = "English",
isbn = "978-3-031-42982-8",
series = "Springer Tracts in Additive Manufacturing",
publisher = "Springer International Publishing",
pages = "267--279",
editor = "Christoph Klahn and Mirko Meboldt and Julian Ferchow",
booktitle = "Industrializing Additive Manufacturing",
address = "Switzerland",
url = "https://ampa.ethz.ch/",

}

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 - http://www.scopus.com/inward/record.url?scp=85201294151&partnerID=8YFLogxK

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

CY - Cham

Y2 - 12 September 2023 through 14 September 2023

ER -

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DOI

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