[HTML][HTML] On the data quality and imbalance in machine learning-based design and manufacturing—A systematic review
Abstract Machine learning (ML) has recently enabled many modeling tasks in design,
manufacturing, and condition monitoring due to its unparalleled learning ability using …
manufacturing, and condition monitoring due to its unparalleled learning ability using …
Status, issues, and future of computer-aided part orientation for additive manufacturing
Part orientation is a critical task in the process of additive manufacturing product realisation.
Recently, various computer-aided methods for this task have been presented in the …
Recently, various computer-aided methods for this task have been presented in the …
[HTML][HTML] Hierarchical cadnet: Learning from b-reps for machining feature recognition
Deep learning approaches have been shown to be capable of recognizing shape features
(eg machining features) in Computer-Aided Design (CAD) models in certain circumstances …
(eg machining features) in Computer-Aided Design (CAD) models in certain circumstances …
Machining feature recognition based on a novel multi-task deep learning network
H Zhang, S Zhang, Y Zhang, J Liang, Z Wang - Robotics and Computer …, 2022 - Elsevier
Machining feature recognition is an essential task to realize the integration of computer-
aided design (CAD), process planning (CAPP), and manufacturing (CAM) systems. In …
aided design (CAD), process planning (CAPP), and manufacturing (CAM) systems. In …
AAGNet: A graph neural network towards multi-task machining feature recognition
Machining feature recognition (MFR) is an essential step in computer-aided process
planning (CAPP) that infers manufacturing semantics from the geometric entities in CAD …
planning (CAPP) that infers manufacturing semantics from the geometric entities in CAD …
Machining feature recognition based on deep neural networks to support tight integration with 3D CAD systems
Recently, studies applying deep learning technology to recognize the machining feature of
three-dimensional (3D) computer-aided design (CAD) models are increasing. Since the …
three-dimensional (3D) computer-aided design (CAD) models are increasing. Since the …
3D convolutional neural network for machining feature recognition with gradient-based visual explanations from 3D CAD models
In the manufacturing industry, all things related to a product manufactured are generated
and managed with a three-dimensional (3D) computer-aided design (CAD) system. CAD …
and managed with a three-dimensional (3D) computer-aided design (CAD) system. CAD …
Dataset and method for deep learning-based reconstruction of 3D CAD models containing machining features for mechanical parts
ABSTRACT Three-dimensional (3D) computer-aided design (CAD) model reconstruction
techniques are used for numerous purposes across various industries, including free …
techniques are used for numerous purposes across various industries, including free …
Point cloud self-supervised learning for machining feature recognition
H Zhang, W Wang, S Zhang, Z Wang, Y Zhang… - Journal of Manufacturing …, 2024 - Elsevier
Machining feature recognition serves as a foundational step in process planning, crucial for
translating design information into manufacturing information. Traditional rule-based …
translating design information into manufacturing information. Traditional rule-based …
Process planning in Industry 4.0—Current state, potential and management of transformation
The implementation of the Industry 4.0 concept enables the flexibility, modularity and self-
optimization of the manufacturing process. Process planning, placed in the value chain …
optimization of the manufacturing process. Process planning, placed in the value chain …