Enhancing Manufacturing Precision: Leveraging Motor Currents Data of Computer Numerical Control Machines for Geometrical Accuracy Prediction Through Machine Learning

Enhancing Manufacturing Precision: Leveraging Motor Currents Data of Computer Numerical Control Machines for Geometrical Accuracy Prediction Through Machine Learning

Direct verification of the geometric accuracy of machined parts cannot be performed simultaneously with active machining operations, as it usually requires subsequent inspection with measuring devices such as coordinate measuring machines (CMMs) or optical 3D scanners. This sequential approach incre...

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Bibliographic Details
Main Authors: Lucijano Berus, Jernej Hernavs, David Potocnik, Kristijan Sket, Mirko Ficko
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Sensors
Subjects:
smart production machines
data-driven manufacturing
machine learning algorithms
CNC controller data
geometrical accuracy
Online Access:https://www.mdpi.com/1424-8220/25/1/169
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