DL4TO : A Deep Learning Library for Sample-Efficient Topology Optimization
Veröffentlichungsdatum
2023-08-01
Zusammenfassung
We present and publish the DL4TO software library – a Python library for three-dimensional topology optimization. The framework is based on PyTorch and allows easy integration with neural networks. The library fills a critical void in the current research toolkit on the intersection of deep learning and topology optimization. We present the structure of the library’s main components and how it enabled the incorporation of physics concepts into deep learning models.
Schlagwörter
Topology optimization
;
Deep learning
;
Software library
Verlag
Springer
Institution
Dokumenttyp
Konferenzbeitrag
Zeitschrift/Sammelwerk
Geometric Science of Information: 6th International Conference, GSI 2023, St. Malo, France, August 30 – September 1, 2023, Proceedings, Part I
Startseite
543
Endseite
551
Zweitveröffentlichung
Ja
Dokumentversion
Postprint
Lizenz
Sprache
Englisch
Dateien![Vorschaubild]()
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Name
Erzmann et al_DL4TO_A Deep Learning Library for Sample-Efficient Topology Optimization_2023_accepted-version.pdf
Size
1.08 MB
Format
Adobe PDF
Checksum
(MD5):464ac6fa32db242ffc69fec5935f65d8
