scholarly journals Prediction of Spindle Rotation Error through Vibration Signal based on Bi-LSTM Classification Network

2021 ◽  
Vol 1043 (4) ◽  
pp. 042033
Author(s):  
Jianhong Liang ◽  
Liping Wang ◽  
Jun Wu ◽  
Zhigui Liu ◽  
Guang Yu
Author(s):  
Chunwang Xu ◽  
Shujiang Chen ◽  
Changhou Lu ◽  
Kang Wang ◽  
Jiaheng Sun

Spindle rotation accuracy is important in machining process. Indirect compensation of spindle rotation error has been widely adopted in the field of machining accuracy improvement. However, there are some limitations on indirect compensation, and a little research on direct compensation can be found. This article utilizes active lubrication technology to improve the spindle rotation accuracy. Hydrostatic journal bearing with control recesses and servo valve drove by piezoelectric ceramics are adopted to compose the compensation element. The simple control strategy PID is adopted to provide control signal for servo valve. Both simulation and experiment are designed and conducted. The results show that proposed bearing system has the ability to improve the spindle rotation accuracy.


2019 ◽  
Vol 25 (14) ◽  
pp. 2043-2052 ◽  
Author(s):  
Dongju Chen ◽  
Na Li ◽  
Ri Pan ◽  
Jihong Han

This paper presents a method of predicting the radial rotary error of an aerostatic spindle based on the microscale-effect to investigate the influence of gas film fluctuation on the rotation accuracy of the aerostatic spindle. First, the gas bearing of the spindle is simplified as a spring-damping system with two degrees of freedom perpendicular to each other. Additionally, the aerostatic spindle bearing-rotor system is established by considering the forced vibration and deflection vibration of the rotor. Subsequently, the microscale-effect is introduced into the dynamic model of the gas film flow, and the dynamic Reynolds equation of the gas film is established in the microscale. Moreover, the nonlinear dynamic stiffness and dynamic damping coefficient are obtained by the perturbation method. The nonlinear dynamic parameters in the microscale are introduced into the dynamic model of the bearing-rotor system and all the vibration errors are obtained. By comparison with the conventional case, it is found that the spindle gyration error increased and that the response delay occurred when the microscale-effect is considered. Moreover, the influence of the supply pressure and speed on the vibration of the spindle is also analyzed. An experiment measuring the spindle rotation error is carried out. The experimental results reveal that the prediction method of the nonlinear spindle rotation error in the microscale is more accurate, and that the errors are 5.8% and 9.6%.


2010 ◽  
Vol 156-157 ◽  
pp. 1069-1073
Author(s):  
Zou Ya Huang ◽  
Wei Qiang Gao ◽  
Qiu Sheng Yan ◽  
Jian Jian Huang ◽  
Chao Ting Qing

This paper establishes the simulation error data models of roundness error, spindle rotation error and noise signal from the characteristics of error signal based on three-point method. From the Matlab simulation, the influence of installation angle error of the sensor, roundness error magnitude and the noise on the segregation accuracy was studied in detail. This makes up the deficiencies of previous studies, and also provides a good foundation for further improving the accuracy of three-point method.


Author(s):  
Fei Liu ◽  
Lin Liang ◽  
Guanghua Xu ◽  
Chenggang Hou ◽  
Dan Liu

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