Enhanced modeling method of thermal behaviors in machine tool motorized spindles based on the mixture of thermal mechanism and machine learning

Research on the digital twin for thermal characteristics of motorized spindle

(2022) Jianying Xiao et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Robust modeling method for thermal error of CNC machine tools based on random forest algorithm

(2022) Mengrui Zhu et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Correlation analysis-based thermal error control with ITSA-GRU-A model and cloud-edge-physical collaboration framework

(2022) Qiang Yuan et al.   ADVANCED ENGINEERING INFORMATICS

Data-driven varying state-space model based on thermal network for transient temperature field prediction of motorized spindles

(2022) Yun Yang et al.   APPLIED THERMAL ENGINEERING

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

(2021) Yun Yang et al.   The International Journal of Advanced Manufacturing Technology

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

(2021) Yang Liu et al.   Journal of Mechanical Science and Technology

Thermally-induced error compensation of spindle system based on long short term memory neural networks

(2021) Jialan Liu et al.   APPLIED SOFT COMPUTING

Numerical Control Machine Optimization Technologies through Analysis of Machining History Data Using Digital Twin

(2021) Eunyoung Heo et al.   Applied Sciences-Basel

Self learning-empowered thermal error control method of precision machine tools based on digital twin

(2021) Chi Ma et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Digital Twins-Based Smart Design and Control of Ultra-Precision Machining: A Review

(2021) Lei Wu et al.   Symmetry-Basel

A data-driven model for thermal error prediction considering thermoelasticity with gated recurrent unit attention

(2021) Yu Chen et al.   MEASUREMENT

A Linear Regression Thermal Displacement Lathe Spindle Model

(2020) Chih-Jer Lin et al.   Energies

Thermal error modeling of CNC milling machining spindle based on an adaptive chaos particle swarm optimization algorithm

(2020) Hai-tao Yue et al.   Journal of the Brazilian Society of Mechanical Sciences and Engineering

Thermal-Feature System Identification for a Machine Tool Spindle

(2019) Yuh-Chung Hu et al.   SENSORS

Integrated thermal error modeling of machine tool spindle using a chicken swarm optimization algorithm-based radial basic function neural network

(2019) Guoqiang Fu et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Optimizing boundary conditions for thermal analysis of the spindle system using dynamic metamodel assisted differential evolution method

(2019) Feng Tan et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Artificial intelligence for fault diagnosis of rotating machinery: A review

(2018) Ruonan Liu et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Improved thermal resistance network model of motorized spindle system considering temperature variation of cooling system

(2018) Yang Liu et al.   Advances in Manufacturing

Spindle thermal error robust modeling using LASSO and LS-SVM

(2017) Feng Tan et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

The concept and progress of intelligent spindles: A review

(2017) Hongrui Cao et al.   INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE

Estimating time-varying heat sources in a high speed spindle based on two measurement temperatures

(2017) Van-The Than et al.   INTERNATIONAL JOURNAL OF THERMAL SCIENCES

Hybrid Prediction Model of the Temperature Field of a Motorized Spindle

(2017) Lixiu Zhang et al.   Applied Sciences-Basel

A review on spindle thermal error compensation in machine tools

(2015) Yang Li et al.   INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE