Continuous deformation based panelization for design rationalization
dc.contributor.author
Jadon, Elias
dc.contributor.author
Thomaszewski, Bernhard
dc.contributor.author
Apolinarska, Aleksandra Anna
dc.contributor.author
Poranne, Roi
dc.date.accessioned
2023-03-13T11:04:12Z
dc.date.available
2022-12-22T05:21:24Z
dc.date.available
2023-03-13T11:04:12Z
dc.date.issued
2022-11
dc.identifier.other
10.1145/3550469.3555414
en_US
dc.identifier.uri
http://hdl.handle.net/20.500.11850/588749
dc.description.abstract
Design rationalization is the process of simplifying a 3D shape to enable cost-efficient manufacturing. A common approach is to approximate the input shape by a collection of simple units, such as flat or spherical panels, that are easy to manufacture and simple to assemble. This panelization process typically involves a segmentation step, with each surface patch intended to be replaced by a single unit, followed by an approximation stage, where the final shapes and locations of the units are determined. While optimal panel parameters for given segments are readily determined, the discrete nature of segmentation - assigning surface elements to segments - prevents a continuous design optimization workflow. In this work, we propose a differentiable reformulation of panelization that enables its use in gradient-based design optimization. Our approach is to treat panelization as a smooth optimization problem, whose objective function encourages the surface to locally deform towards best-matching units. This formulation enables a fully-differentiable rationalization process with implicit segmentation in which panels emerge automatically. We integrate our rationalization process in a simple user interface allowing the designer to guide the optimization towards desired panelizations. We demonstrate the potential of our approach on a diverse set of complex shapes and different panel types.
en_US
dc.language.iso
en
en_US
dc.publisher
Association for Computing Machinery
en_US
dc.subject
computational fabrication
en_US
dc.subject
geometry processing
en_US
dc.title
Continuous deformation based panelization for design rationalization
en_US
dc.type
Conference Paper
dc.date.published
2022-11-30
ethz.book.title
SA ’22: SIGGRAPH Asia 2022 Conference Papers
en_US
ethz.pages.start
44
en_US
ethz.size
8 p.
en_US
ethz.event
SIGGRAPH Asia 2022 (SA ’22)
en_US
ethz.event.location
Daegu, South Korea
ethz.event.date
December 6–9, 2022
ethz.identifier.scopus
ethz.publication.place
New York, NY
ethz.publication.status
published
en_US
ethz.date.deposited
2022-12-22T05:21:25Z
ethz.source
SCOPUS
ethz.eth
yes
en_US
ethz.availability
Metadata only
en_US
ethz.rosetta.installDate
2023-03-13T11:04:13Z
ethz.rosetta.lastUpdated
2024-02-02T20:57:46Z
ethz.rosetta.versionExported
true
ethz.COinS
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Conference Paper [35571]