Representations in design computing through 3-D deep generative models

Basit Öğe Kaydı
dc.authorid0000-0002-9237-9569
dc.authorid0000-0002-0116-8863
dc.contributor.authorCakmak, Basak
dc.contributor.authorOngun, Cihan
dc.date.accessioned2026-04-04T18:55:37Z
dc.date.available2026-04-04T18:55:37Z
dc.date.issued2024
dc.departmentİstanbul Bilgi Üniversitesi
dc.description.abstractThis paper aims to explore alternative representations of the physical architecture using its real-world sensory data through artificial neural networks (ANNs). In the project developed for this research, a detailed 3-D point cloud model is produced by scanning a physical structure with LiDAR. Then, point cloud data and mesh models are divided into parts according to architectural references and part-whole relationships with various techniques to create datasets. A deep learning model is trained using these datasets, and new 3-D models produced by deep generative models are examined. These new 3-D models, which are embodied in different representations, such as point clouds, mesh models, and bounding boxes, are used as a design vocabulary, and combinatorial formations are generated from them.
dc.identifier.doi10.1017/S0890060424000106
dc.identifier.doi10.1017/S0890060424000106
dc.identifier.issn0890-0604
dc.identifier.issn1469-1760
dc.identifier.scopus2-s2.0-85212036673
dc.identifier.scopusqualityQ2
dc.identifier.urihttps://doi.org/10.1017/S0890060424000106
dc.identifier.urihttps://hdl.handle.net/11411/10491
dc.identifier.volume38
dc.identifier.wosWOS:001372824800001
dc.identifier.wosqualityQ2
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherCambridge Univ Press
dc.relation.ispartofAi Edam-Artificial Intelligence for Engineering Design Analysis and Manufacturing
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.snmzKA_WoS_20260402
dc.snmzKA_Scopus_20260402
dc.subjectDeep Learning
dc.subject3-D Deep Generative Models
dc.subjectPoint Cloud
dc.subjectComputational Design
dc.titleRepresentations in design computing through 3-D deep generative models
dc.typeArticle

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