<div class="csl-bib-body">
<div class="csl-entry">Kofler, M., Lee, J., Zwar, J. M., & Elgeti, S. (2024, January 26). <i>Microstructured Geometry Creation Using Deep Neural Networks</i> [Poster Presentation]. TU Wien Science Day, Wien, Austria.</div>
</div>
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dc.identifier.uri
http://hdl.handle.net/20.500.12708/196545
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dc.description
Poster über die Erzeugung von mikrostrukturierten Geometrien mithilfe von neuronalen Netzen.
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dc.description.abstract
Microstructured geometries, commonly found in natural materials like cork, honeycombs, or bone structures, can mimic complex material properties on the macroscale that homogeneous materials cannot achieve. However, optimizing these structures is challenging due to the one-to-many mapping from macroscale material properties to microscale geometries and the large difference in scale. Neural networks can improve this optimization process by reducing the complex design space to a low-dimensional and continuous latent space, thus making the design exploration more efficient.
en
dc.language.iso
en
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dc.subject
Variational Autoencoder
en
dc.subject
Microstructured Geometries
en
dc.subject
Signed Distance Function
en
dc.subject
Generative Design
en
dc.title
Microstructured Geometry Creation Using Deep Neural Networks
en
dc.type
Presentation
en
dc.type
Vortrag
de
dc.type.category
Poster Presentation
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tuw.researchTopic.id
C6
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tuw.researchTopic.id
C1
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tuw.researchTopic.name
Modeling and Simulation
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tuw.researchTopic.name
Computational Materials Science
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tuw.researchTopic.value
75
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tuw.researchTopic.value
25
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tuw.publication.orgunit
E317 - Institut für Leichtbau und Struktur-Biomechanik
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tuw.author.orcid
0009-0005-1661-3340
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tuw.author.orcid
0000-0002-9321-4176
-
tuw.author.orcid
0000-0002-4474-1666
-
tuw.event.name
TU Wien Science Day
en
tuw.event.startdate
21-02-2024
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tuw.event.enddate
21-02-2024
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tuw.event.online
On Site
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tuw.event.type
Event for scientific audience
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tuw.event.place
Wien
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tuw.event.country
AT
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tuw.event.presenter
Kofler, Michael
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tuw.event.track
Multi Track
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wb.sciencebranch
Maschinenbau
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wb.sciencebranch
Mathematik
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wb.sciencebranch.oefos
2030
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wb.sciencebranch.oefos
1010
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wb.sciencebranch.value
80
-
wb.sciencebranch.value
20
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item.fulltext
no Fulltext
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item.grantfulltext
restricted
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item.languageiso639-1
en
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item.openairetype
conference poster not in proceedings
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item.cerifentitytype
Publications
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item.openairecristype
http://purl.org/coar/resource_type/c_18co
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crisitem.author.dept
E317-01-1 - Forschungsgruppe Numerische Analyse- und Designmethoden
-
crisitem.author.dept
E317-01-1 - Forschungsgruppe Numerische Analyse- und Designmethoden
-
crisitem.author.dept
E317-01-1 - Forschungsgruppe Numerische Analyse- und Designmethoden
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crisitem.author.dept
E317-01 - Forschungsbereich Leichtbau
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crisitem.author.orcid
0009-0005-1661-3340
-
crisitem.author.orcid
0000-0002-9321-4176
-
crisitem.author.orcid
0000-0002-4474-1666
-
crisitem.author.parentorg
E317-01 - Forschungsbereich Leichtbau
-
crisitem.author.parentorg
E317-01 - Forschungsbereich Leichtbau
-
crisitem.author.parentorg
E317-01 - Forschungsbereich Leichtbau
-
crisitem.author.parentorg
E317 - Institut für Leichtbau und Struktur-Biomechanik