A Semi-Supervised Learning Framework for Machining Feature Recognition on Small Labeled Sample
Applied Sciences, 2023 Automated machining feature recognition is an essential component linking computer-aided design (CAD) and computer-aided process planning (CAPP). Deep learning (DL) has recently emerged as a promising method to improve machining feature recognition ...
Hongjin Wu +3 more
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Hierarchical CADNet: Learning from B-Reps for Machining Feature Recognition
Computer-Aided Design, 2022 Deep learning approaches have been shown to be capable of recognizing shape features (e.g. machining features) in Computer-Aided Design (CAD) models in certain circumstances, yet still have issues when the features intersect, and in exploiting the geometric and topological information which comprises the boundary representation (B-Rep) of the typical ...
Andrew R. Colligan +4 more
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Basic study on process planning for Turning-Milling Center based on machining feature recognition
Journal of Advanced Mechanical Design, Systems, and Manufacturing, 2014 This research aims to develop an automatic process planning system based on the machining feature recognition in the complex machining for Turning-Milling Center. The previous studies on the machining feature recognition are briefly discussed.
Khusna DWIJAYANTI, Hideki AOYAMA
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Freeform Machining Feature Recognition with Manufacturability Analysis
Procedia CIRP, 2018 As an important information bridge connecting design and manufacturing, feature recognition has been intensively researched. However, most researches focused on regular shaped features. Unlike regular shaped features, freeform features are usually partitioned into faces and regions for the selection of proper machining tools and parameters to meet ...
Cai, Na +4 more
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Improvements to a Machine Learning Machining Feature Recognition System
CAD'24Michael Lenover +3 more
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Milling chatter recognition based on dynamic and wavelet packet decomposition [PDF]
Mechanical Sciences, 2022 In metal milling, especially in the machining of low-stiffness workpieces, chatter is a key factor affecting many aspects such as surface quality, machining efficiency, and tool life.
M. Xie, X. Yu, X. Yu, Z. Ren, Y. Li
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Feature-Based and Process-Based Manufacturing Cost Estimation
Machines, 2022 The demand for mass custom parts is increasing, estimating the cost of parts to a high degree of efficiency is a matter of great concern to most manufacturing companies.
Fangwei Ning +4 more
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Goods and services tax (GST) on construction capital cost and housing property price [PDF]
, 2016 Good and Service Tax (GST) an indirect broad-based conswnpti.on tax. Following with the implementation of GST in Malaysia on 1st April 2015, it is suspected that the construction capital cost and housing property price will increase accordingly.
Shamsudin, Zarina +2 more
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Proposal of a feature recognition method to reflect design information
Nihon Kikai Gakkai ronbunshu, 2020 Manufacturing industries have tended towards high-mix low-volume production in recent years. As a result, there is always strong impetus to shorten the manufacturing lead time of mechanical products.
Yuki INOUE, Keiichi NAKAMOTO
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Practical method for the fast generation of a CAM model for jet engine parts
Advances in Mechanical Engineering, 2021 Manufacturers of machine parts operate computerized numerical control (CNC) machine tools to produce parts precisely and accurately. They build computer-aided manufacturing (CAM) models using CAM software to generate code to control these machines from ...
Byung Chul Kim, Ilhwan Song, Duhwan Mun
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