On the use of artificial neural networks in topology optimisation

RV Woldseth, N Aage, JA Bærentzen… - Structural and …, 2022 - Springer
The question of how methods from the field of artificial intelligence can help improve the
conventional frameworks for topology optimisation has received increasing attention over …

A review of automotive spare-part reconstruction based on additive manufacturing

E Dalpadulo, A Petruccioli, F Gherardini… - Journal of Manufacturing …, 2022 - mdpi.com
In the Industry 4.0 scenario, additive manufacturing (AM) technologies play a fundamental
role in the automotive field, even in more traditional sectors such as the restoration of …

Fusion 360 gallery: A dataset and environment for programmatic cad construction from human design sequences

KDD Willis, Y Pu, J Luo, H Chu, T Du… - ACM Transactions on …, 2021 - dl.acm.org
Parametric computer-aided design (CAD) is a standard paradigm used to design
manufactured objects, where a 3D shape is represented as a program supported by the …

Point2cyl: Reverse engineering 3d objects from point clouds to extrusion cylinders

MA Uy, YY Chang, M Sung, P Goel… - Proceedings of the …, 2022 - openaccess.thecvf.com
Abstract We propose Point2Cyl, a supervised network transforming a raw 3D point cloud to a
set of extrusion cylinders. Reverse engineering from a raw geometry to a CAD model is an …

Secad-net: Self-supervised cad reconstruction by learning sketch-extrude operations

P Li, J Guo, X Zhang, DM Yan - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Reverse engineering CAD models from raw geometry is a classic but strenuous research
problem. Previous learning-based methods rely heavily on labels due to the supervised …

Engineering sketch generation for computer-aided design

KDD Willis, PK Jayaraman… - Proceedings of the …, 2021 - openaccess.thecvf.com
Engineering sketches form the 2D basis of parametric Computer-Aided Design (CAD), the
foremost modeling paradigm for manufactured objects. In this paper we tackle the problem …

Reconstructing editable prismatic cad from rounded voxel models

JG Lambourne, K Willis, PK Jayaraman… - SIGGRAPH Asia 2022 …, 2022 - dl.acm.org
Reverse Engineering a CAD shape from other representations is an important geometric
processing step for many downstream applications. In this work, we introduce a novel neural …

A digital twin-based approach for the management of geometrical deviations during assembly processes

JL Grégorio, C Lartigue, F Thiébaut… - Journal of Manufacturing …, 2021 - Elsevier
The recent transformation in the aeronautical industry gives new prospects in the field of
product geometry assurance. These include, in particular the creation of sophisticated virtual …

Point2CAD: Reverse Engineering CAD Models from 3D Point Clouds

Y Liu, A Obukhov, JD Wegner… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract Computer-Aided Design (CAD) model reconstruction from point clouds is an
important problem at the intersection of computer vision graphics and machine learning; it …

Reconstruction of LoD-2 building models guided by Façade structures from oblique photogrammetric point cloud

F Wang, G Zhou, H Hu, Y Wang, B Fu, S Li, J **e - Remote Sensing, 2023 - mdpi.com
Due to the façade visibility, intuitive expression, and multi-view redundancy, oblique
photogrammetry can provide optional data for large-scale urban LoD-2 reconstruction …