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Deep generative models in engineering design: A review
Automated design synthesis has the potential to revolutionize the modern engineering
design process and improve access to highly optimized and customized products across …
design process and improve access to highly optimized and customized products across …
A survey of machine learning techniques in structural and multidisciplinary optimization
Abstract Machine Learning (ML) techniques have been used in an extensive range of
applications in the field of structural and multidisciplinary optimization over the last few …
applications in the field of structural and multidisciplinary optimization over the last few …
Review of artificial intelligence applications in engineering design perspective
Having passed the primitive phases and starting to revolutionize many different fields in
some way, artificial intelligence is on its way to becoming a disruptive technology. It is also …
some way, artificial intelligence is on its way to becoming a disruptive technology. It is also …
Generative transformers for design concept generation
Generating novel and useful concepts is essential during the early design stage to explore a
large variety of design opportunities, which usually requires advanced design thinking ability …
large variety of design opportunities, which usually requires advanced design thinking ability …
Deep generative design: integration of topology optimization and generative models
Deep learning has recently been applied to various research areas of design optimization.
This study presents the need and effectiveness of adopting deep learning for generative …
This study presents the need and effectiveness of adopting deep learning for generative …
Generative pre-trained transformer for design concept generation: an exploration
Novel concepts are essential for design innovation and can be generated with the aid of
data stimuli and computers. However, current generative design algorithms focus on …
data stimuli and computers. However, current generative design algorithms focus on …
Integrating deep learning into CAD/CAE system: generative design and evaluation of 3D conceptual wheel
Engineering design research integrating artificial intelligence (AI) into computer-aided
design (CAD) and computer-aided engineering (CAE) is actively being conducted. This …
design (CAD) and computer-aided engineering (CAE) is actively being conducted. This …
Design subspace learning: Structural design space exploration using performance-conditioned generative modeling
R Danhaive, CT Mueller - Automation in Construction, 2021 - Elsevier
Designers increasingly rely on parametric design studies to explore and improve structural
concepts based on quantifiable metrics, generally either by generating design variations …
concepts based on quantifiable metrics, generally either by generating design variations …
3d design using generative adversarial networks and physics-based validation
The authors present a generative adversarial network (GAN) model that demonstrates how
to generate 3D models in their native format so that they can be either evaluated using …
to generate 3D models in their native format so that they can be either evaluated using …
Integrating AIGC with design: dependence, application, and evolution-a systematic literature review
J Wu, Y Cai, T Sun, K Ma, C Lu - Journal of Engineering Design, 2024 - Taylor & Francis
The thriving development of AIGC has catalyzed significant transformations in the design
industry, garnering increased scholarly attention to the intersection of these two fields …
industry, garnering increased scholarly attention to the intersection of these two fields …