Results 21 to 30 of about 10,460,767 (272)

Machining Accuracy Enhancement of a Machine Tool by a Cooling Channel Design for a Built-in Spindle

open access: yesApplied Sciences, 2020
This study presents a multiphysics simulation analysis that was performed for the cooling channel of a built-in spindle. The design of experiments (DOE) method was employed to optimize the dimension of the cooling channel, and a practical machining ...
Kun-Ying Li, Win-Jet Luo, Shih-Jie Wei
doaj   +1 more source

A Thermal Error Prediction Method of High-Speed Motorized Spindle Based on Pelican Optimization Algorithm and CNN-LSTM

open access: yesApplied Sciences, 2023
Given motorized spindles’ extensive periods of prolonged high-velocity operation, they are prone to temperature changes, which leads to the problem of thermal error, leading to diminished precision in machining operations.
Ying Gao, Xiao-Jun Xia, Yinrui Guo
semanticscholar   +1 more source

Comparative study of ANN and ANFIS prediction models for thermal error compensation on CNC machine tools [PDF]

open access: yes, 2013
Thermal errors can have significant effects on CNC machine tool accuracy. The errors usually come from thermal deformations of the machine elements created by heat sources within the machine structure or from ambient change.
Longstaff, Andrew P.   +3 more
core   +3 more sources

A Regularized Regression Thermal Error Modeling Method for CNC Machine Tools under Different Ambient Temperatures and Spindle Speeds

open access: yesItalian National Conference on Sensors, 2023
Establishing a mathematical model to predict and compensate for the thermal error of CNC machine tools is a commonly used approach. Most existing methods, especially those based on deep learning algorithms, have complicated models that need huge amounts ...
Xin-Yuan Wei   +4 more
semanticscholar   +1 more source

Simulation, Modeling and Experimental Research on the Thermal Effect of the Motion Error of Hydrostatic Guideways

open access: yesMicromachines, 2021
Hydrostatic guideways are widely applied in ultra-precision machine tools, and motion errors undermine the machining accuracy. Among all the influence factors, the thermal effect distributes most to motion errors.
Pengli Lei   +4 more
doaj   +1 more source

A Temperature Sensor Clustering Method for Thermal Error Modeling of Heavy Milling Machine Tools

open access: yesApplied Sciences, 2017
A clustering method is an effective way to select the proper temperature sensor location for thermal error modeling of machine tools. In this paper, a new temperature sensor clustering method is proposed.
Fengchun Li   +3 more
doaj   +1 more source

Modeling and compensation of the axial thermal error of electric spindles based on HHO-GRU method

open access: yesProceedings of the Institution of mechanical engineers. Part B, journal of engineering manufacture, 2023
As the core component of precision CNC machine tools, a lot of heat is generated from the internal heat source of electric spindles during operation, resulting in thermal deformation and thermal errors that affect machining accuracy.
Yang Li   +4 more
semanticscholar   +1 more source

Thermal error modelling of machine tools based on ANFIS with fuzzy c-means clustering using a thermal imaging camera [PDF]

open access: yes, 2015
Thermal errors are often quoted as being the largest contributor to CNC machine tool errors, but they can be effectively reduced using error compensation.
Longstaff, Andrew P.   +5 more
core   +1 more source

An Unsupervised Regularization and Dropout based Deep Neural Network and Its Application for Thermal Error Prediction

open access: yesApplied Sciences, 2020
Due to the large size of the heavy duty machine tool-foundation systems, space temperature difference is high related to thermal error, which affects to system’s accuracy greatly. The recent highly focused deep learning technology could be an alternative
Yang Tian, Guangyuan Pan
doaj   +1 more source

Vertical Machining Center Feed Axis Thermal Error Compensation Strategy Research

open access: yesApplied Sciences, 2023
CNC machine tools are a measure of national manufacturing and comprehensive national strength and how to reduce CNC machine errors in modern industry has received much attention from all walks of life.
Bo Huang   +5 more
semanticscholar   +1 more source

Home - About - Disclaimer - Privacy