Automatic CAD Assemblies Generation by Linkage Graph Overlay for Machine Learning Applications
Article dans une revue avec comité de lecture
Date
2021-11-29Journal
Computer-Aided Design and ApplicationsAbstract
This paper introduces an approach to synthetize new CAD assemblies from
existing STEP files. The algorithm first generates linkage graph by detecting linkage
between components. Then it detects linkages similarities between components of
different assemblies while analyzing the associated graphs. Finally, it exchanges the
similar components. The similarities in a family of components must be formalized
by the user. Then the similar components can be replaced by the other through smart
placements. This method allows to automatically generate a wide variety of new
consistent assemblies sharing the same semantics, in order to create databases of
CAD assemblies ready for machine learning applications. It has been validated on
several cases.
Files in this item
Related items
Showing items related by title, author, creator and subject.
-
Communication avec acteEnlarging 3D model databases by shape synthesis is a large field of research. Indeed, the use of machine learning techniques requires a huge amount of labeled CAD models, and it is therefore crucial to rely on large ...
-
Article dans une revue avec comité de lecturePEUZIN-JUBERT, Manon; NOZAIS, Dominique; MARI, Jean-Luc; PERNOT, Jean-Philippe; POLETTE, Arnaud (Elsevier BV, 2021-12)At present, optical sensors are being widely used to realize high quality control or reverse engineering of products, systems, buildings, environments or human bodies. Although the intrinsic characteristics of such ...
-
Article dans une revue avec comité de lectureSHAH GHAZANFAR, Ali; POLETTE, Arnaud; PERNOT, Jean-Philippe; GIANNINI, Franca; MONTI, Marina (SPRINGER, 2022-03-17)Due to its capacity to evolve in a large solution space, the Simulated Annealing (SA) algorithm has shown very promising results for the Reverse Engineering of editable CAD geometries including parametric 2D sketches, ...
-
Article dans une revue avec comité de lectureMONTLAHUC, Jérémy; SHAH GHAZANFAR, Ali; PERNOT, Jean-Philippe; POLETTE, Arnaud (CAD Solutions LLC (imprimé) and Taylor & Francis Online (en ligne), 2019)This paper introduces a new approach for the generation of as-scanned point clouds of CAD assembly models. The resulting point clouds incorporate various realistic artifacts that would appear if the corresponding real ...
-
Article dans une revue avec comité de lectureSHAH GHAZANFAR, Ali; GIANNINI, Franca; MONTI, Marina; PERNOT, Jean-Philippe; POLETTE, Arnaud (ASME, 2021-12-16)This paper introduces a novel reverse engineering (RE) technique for the reconstruction of editable computer-aided design (CAD) models of mechanical parts’ assemblies. The input is a point cloud of a mechanical parts’ ...