Thermal error prediction of motorized spindle for five-axis machining center based on analytical modeling and BP neural network

Y Liu, X Wang, X Zhu, Y Zhai - Journal of Mechanical Science and …, 2021 - Springer
To ensure the stability of precision of the motorized spindle for five-axis machining center,
the thermal error of five-axis machining center was investigated, and the temperature rise …

A general method for thermal error measurement and modeling in CNC machine tools' spindle

Q Li, H Li - The International Journal of Advanced Manufacturing …, 2019 - Springer
To improve the machining accuracy of the CNC machine tools, it is essential to establish a
high-precision and strong-robustness thermal error model for further thermal error …

Real-time thermal modelling approach of a machine tool spindle based on bond graph method

Y Yang, Z Du, X Feng, J Yang - The international journal of advanced …, 2021 - Springer
The thermal characteristics of spindles have a significant influence on the workpiece quality.
This paper proposes a novel real-time thermal characteristic modelling approach for …

Thermal error prediction of ball screw feed system based on inverse heat transfer analysis

Z Li, Z Tan, Y Chen, Z Lu, Y Fan - The International Journal of Advanced …, 2022 - Springer
The thermal error of the ball screw feed system will reduce the positioning accuracy of the
machine tool, and the main reason for the thermal error is the friction heat generated by …

A Modeling Method for Thermal Error Prediction of CNC Machine Equipment Based on Sparrow Search Algorithm and Long Short-Term Memory Neural Network

Y Gao, X Xia, Y Guo - Sensors, 2023 - mdpi.com
To better solve the problem of thermal error of computerized numerical control machining
equipment (CNCME), a thermal error prediction model based on the sparrow search …

Predicting spindle displacement caused by heat using the general regression neural network

BL Jian, CC Wang, CT Hsieh, YP Kuo… - … International Journal of …, 2019 - Springer
Abstract Machine tools may be affected by room temperature, the heat generated by the
process, and many other factors. These cause the temperature of the spindle, motor, lead …

Dynamic model on thermally induced characteristics of ball screw systems

T Li, K Liu - The International Journal of Advanced Manufacturing …, 2019 - Springer
Ball screws used for high-speed feed systems generate friction heat, which affects the
preload and supporting system stiffness, and further, the dynamic characteristics of the …

Robust, fractal theory, and FEM-based temperature field analysis for machine tool spindle

L Zhang, J Xuan, T Shi, R Li, S He, L Tang - The International Journal of …, 2020 - Springer
The friction heat of spindle bearing has a significant impact on the precision and dynamic
performance of spindle unit, which is the main factor restricting the machining precision and …

Key point selection in large-scale FBG temperature sensors for thermal error modeling of heavy-duty CNC machine tools

J Hu, Z Zhou, Q Liu, P Lou, J Yan, R Li - Frontiers of Mechanical …, 2019 - Springer
Thermal error is one of the main factors that influence the machining accuracy of computer
numerical control (CNC) machine tools. It is usually reduced by thermal error compensation …

Study on new thermal error compensation method for complex surface five-axis machining based on new experimental strategy

Z Zou, Q Zhou, L He, Z Gao… - Advances in …, 2024 - journals.sagepub.com
Five-axis machine tools are well-suited for processing complex surface parts. However,
during the machining process, thermal error can have a significant impact on the machining …