Abstract
Bearing as the core components of high-grade CNC machine tools, with the constant change of internal clearance of bearing wear increasingly aggravated, spindle rotation accuracy reduced. In this paper, the idea of control variable method is used to explore the dynamic change of bearing clearance from different speeds and different radial loads. Starting with the dynamic model of bearing vibration, the theoretical model of rolling bearing with five degrees of freedom is established in this paper. The interaction force between steel shaft and ceramic bearing inner ring is calculated by Runge-Kutta method with elastic wall thickness ring theory, and the reduction of radial clearance of bearing is obtained. Therefore, a dynamic model of ceramic bearing considering the extrusion force of ceramic bearing inner ring is proposed. At the same time, the vibration test of steel shaft-all-ceramic bearing is designed and carried out. The test results show that under the same load, the higher the rotating speed, the shorter the time for the bearing-rotor system to reach temperature stability, and the root mean square of ceramic bearing-rotor system is obviously reduced. At the same speed, the greater the load, the more obvious the root mean square increase of the bearing-rotor system.
Introduction
With the continuous development of high-end technologies such as aero engines and gas turbine engines develop, the requirements for the performance and operation accuracy of rolling bearings are greatly improved. Full-ceramic bearings have the advantages of low density, high temperature resistance, corrosion resistance and so on. It can also maintain operation accuracy and high reliability under high vacuum, extreme temperature and large temperature difference.1–3 Even in the absence of lubrication, full ceramic ball bearings can work reliably. Therefore, in extreme conditions, full-ceramic bearings are usually preferred.4–7 Full-ceramic bearings have been used in key components of aeroengines and gas turbines. However, full-ceramic bearings are usually installed in series on a steel base via a steel shaft. The thermal expansion of the steel shaft leads to a reduction in the radial clearance of the ceramic bearing, and aggravates the wear of the rolling elements and the inner and outer raceways of the bearing, which is not conducive to maintaining the running accuracy. Therefore, the vibration of ball bearing-rotor system is caused by the interaction between bearing components.
In the past several decades, the vibration of bearings has been studied extensively.8–12 The research showed that the bearing vibration was related to load, surface roughness and waviness, and was affected by working conditions such as speed, rotating torque and temperature.13–17 Xia 18 Calculated the variable speed stiffness of rolling bearings based on load-deflection relationship of Jones and Harris bearing dynamics model. Mao et al. 19 studied the dynamic performance of bearings by improving the existing dynamic model through the variation rule of load distribution. Xu and Li 20 introduced nonlinear force system into the dynamics of deep groove ball bearing to study bearing load characteristics and bearing fatigue life. Bovet and Zamponi 21 studied the dynamic law of ball bearings under large torque loads and proposed a modeling method to predict the internal dynamic characteristics of bearing structures, paying special attention to the stress of shafts and bearing inner rings. Yang et al. 22 analyzed vibration frequencies under different damage conditions and carried out spectrum analysis on bearing fault signals, and proposed a simple bearing dynamic fault feature method. Razpotnik et al. 23 proposed a new analytical model of bearing stiffness to overcome the problem of unstable bearing system response in the transient region by using smooth processing. Pratiwi et al. 24 studied the wear of ball bearings by using propeller dynamic identification technology, and analyzed the X, Y, and Z axes of ball bearings vibration by using fast Fourier transform principle. Wang et al. 25 explored the impact of water-lubricated rubber bearings on friction and wear, theoretical analysis and experimental verification were used to illustrate the impact of different speeds, loads and changes in cooling water on the vibration of bearings under different rubber materials. Therefore, it is undeniable that working temperature has a significant impact on bearing performance and the interaction between bearing elements caused by changes in bearing internal clearance is worth studying. Shah and Patel 26 established the motion coupling relation of shaft, bearing seat, ring and ball, and obtained the motion control equation. Liu et al. 27 analyzed the thermal structure mechanism and proposed a closed-loop iterative modeling method to modify the heat source and thermal boundary conditions. Bizarre et al. 28 considered the force and moment balance of five degrees of freedom angular contact ball bearings affected by elastohydro dynamic (EHD) lubrication, and deduced a complete nonlinear bearing dynamics model, evaluating the equivalent parameters of stiffness and damping for each contact under different load conditions. The study of Lioulios and Antoniadis, 10 Ma et al., 29 and Chen and Qu 30 proved the effect of fit clearance on bearing vibration. There are few literatures on the effect of thermal expansion of steel shaft on the clearance change of all ceramic bearing, so it is very necessary to study the effect of thermal expansion of steel shaft on the vibration of bearing rotor system.
In this study, a fully ceramic dynamic model considering the extrusion force of the inner ring of the ceramic bearing caused by the thermal expansion of the steel shaft is established in the rotor system composed of steel shaft and ceramic bearing during high-speed rotation. The expansion of steel shaft caused by the temperature rise of bearing under different rotational speeds and radial loads is analyzed, the extrusion force on the inner ring of ceramic bearing is calculated by Runge-Kutta method based on the theory of elastic wall thickness ring, the initial displacements are
Experimental method
Experimental subject
The bearing model used in the experiment is 6206 full ceramic silicon nitride deep groove ball bearing. Which is designed and manufactured by the research group, and the bearing accuracy is grade P4. Root mean square is a dimensional parameter, also known as effective value, which is defined as follows:

Samples of 6206 Si3N4 full-ceramic bearings.

The steel shaft-ceramic bearing rotor system.
Experimental equipment
In order to verify the accuracy of the dynamic model in the temperature range of the bearing-rotor system, relevant tests were carried out on ABLT-9 bearing life strengthening testing machine in a factory. As shown in Figure 3. The testing machine is mainly composed of bearing-rotor, bearing seat, transmission system, loading system, lubrication system, electrical control system, computer monitoring system and other parts. The bearing-rotor is installed in the test head seat, the transmission system is transmitted by the motorized spindle, and the operation interface of the computer can control the rotation speed through the encoder. The loading system can provide the load required for the test. The lubrication system makes the test bearing fully lubricated under normal conditions for testing. The charge sensitivity of YD-1 6064 piezoelectric sensor is 6–10

ABLT-9 bearing life strengthening testing machine.
Experimental procedure
The experiment was carried out in a dust-free laboratory with a temperature of 297.65 K + 2 K and humidity of
Structure parameters of 6206 bearing.
Test performance related parameters.
Theoretical model
Calculation of radial clearance of ceramic bearing
The assembly, working temperature and rotating speed of bearing have great influence on the radial clearance of bearing, which will directly affect the working performance of bearing. Therefore, it is necessary to analyze the change of radial clearance. the room temperature is
Where,
The outer diameter of ceramic bearing outer ring is
Influence of lubricating oil on bearing temperature rise
When the bearing runs at high speed, the heat of the bearing mainly comes from the friction between the friction pairs, and is also affected by the viscosity, density and surface tension of the lubricating oil, resulting in a certain friction torque, which directly affects the calorific value of the bearing. Therefore, the calorific value of the deep groove ball bearing is calculated by the Palmgren empirical formula method.
Calculation of the overall friction torque:
In the formula,
Calculation of
Where
Calculation of
Where
Calorific value calculation of bearing:
Where
Analysis of bearing force of ceramic shaft
As shown in Figure 4(a), Lim and Singh
31
put forward a detailed load-displacement relationship, on the basis of which the influence of steel shaft expansion on the bearing structure is added. During the installation of the deep groove ball bearing, the inner ring of the ceramic bearing is connected with the steel shaft, and the outer ring of the bearing is fixed in the bearing seat, so the bearing force of the shaft is expressed as:

Kinematics and coordinate system of full-ceramic bearing.
It can be seen from Figure 4(b) and (c) that the total deformation of the j-th rolling body and raceway is described in the following expression:
The azimuth angle of the j-th bearing ball can be expressed as:
Where
Where:
According to Hertz contact theory, 32 the contact force between j-th bearing ball and raceway can be expressed:
Where:
Where
At the same time, according to the formula derived above, the resultant force of all bearing balls on the inner ring of deep groove ball bearing can be expressed as:
Dynamic equation of ceramic bearing
According to the force model of deep groove ball bearing derived in section 3.3, a five-degree-of-freedom model of deep groove ball bearing is established. As shown in the Figure 4(a), the five degrees of freedom are the movement in the inner ring direction of the bearing and the rotation around the shaft. The motion differential equation of five-degree-of-freedom deep groove ball bearing can be expressed as:
Where
Results and discussion
Experimental results
Influence of rotational speed on vibration of bearing-rotor system
As shown in Figure 5, the vibration of the bearing-rotor system in no-load condition without lubrication 10 min before the start is recorded. It can be seen from Figure 5 that the vibration of the bearing-rotor system increases with the increase of the rotating speed under the condition of no load and no lubrication. This is because of the existence of bearing radial clearance, bearing in high-speed rotation, the centrifugal force of the rolling body becomes larger, resulting in the impact of the bearing outer ring increases. As can be seen from Figure 6, under no-load condition without lubrication, the time for the temperature rise of bearing-rotor system to reach the temperature balance of bearing-rotor system with the increase of rotating speed is shortened, and the final temperature is maintained at about

Vibration of bearing-rotor system without lubrication.

Temperature rise of the bearing-rotor system at different speeds without lubrication.

Vibration situation when the temperature of the bearing-rotor system reaches equilibrium without lubrication.

Vibration of bearing-rotor system under oil lubrication condition.

Temperature rise of bearing rotor system at different speeds under oil lubrication.

Vibration of bearing rotor system under oil lubrication when the temperature reaches equilibrium.
Influence of radial load on vibration of bearing-rotor system
To explore the influence of radial load on the vibration of the bearing-rotor system, relevant tests were carried out under the condition of oil lubrication. The rotational speeds were set at 6000, 7000, 8000, 9000, and 10,000 rpm, and the radial loads were applied at 1000, 1700, 2400, 3200, and 3900 N, respectively. Observe the root mean square vibration and temperature rise of the bearing-rotor system. As shown in Figures 11 to 15, the vibration of the bearing-rotor system at the same speed gradually increases as the radial load increases. When the radial load is 1000 and 1700 N, the speed ranges from 6000 to 10,000 rpm, and the root mean square of the bearing vibration is basically stable at about 6–8 m s–2, indicating that the two radial loads of 1000 and 1700 N belong to the light load range of the bearing, so the sensitivity of ceramic bearing to the changes of the two radial loads is not high. Bearing stiffness changes little, but when the speed reaches 10,000 rpm, bearing vibration increases significantly, because it is approaching the critical speed of ceramic bearing-rotor system. When the radial load is 2400, 3200,and 3900 N, the vibration of the bearing obviously increases with the speed from 6000 to 10,000 rpm. Because 2400 to 3200 N belong to the medium load range of the bearing, the stiffness of the ceramic bearing changes significantly, so the vibration of the bearing changes greatly. 3900 N belongs to the heavy load range of ceramic bearings. The vibration of the bearing at 10,000 rpm is maintained at 18 m s–2 which is about 1.5 times the vibration of the bearing at 6000 rpm. Mainly because silicon nitride has a small coefficient of thermal expansion, most of the heat generation of ball bearings comes from the spin of rolling body and inner ring raceway, When the rotating speed of the bearing is 6000 rpm, the spin ratio of the ball is small, and the heat generated by rolling friction between the rolling body and the inside and outside of the bearing is small. The flowing lubricating oil will take away most of the heat and cool the bearing at the same time, so the temperature rise of the bearing is relatively low in the first 20 h in Figure 16. As shown in Figures 16 to 20, at the same speed, the time for the temperature rise of the bearing rotor system to reach stability gradually decreases with the increase of radial load. Because the larger the radial load, the larger the contact area between the rolling elements and the inner and outer rings of the bearing, and the more heat generated by the friction of the bearing. The maximum temperature is maintained at around 55°C. At this time, in theory the maximum expansion of the steel shaft is calculated to be 0.013 mm, and the maximum tensile stress generated is 142.5554 N. By comparing Figures 11 and 21, Figures 12 and 22, Figures 13 and 23, Figures 14 and 24, and Figures 15 and 25, it can be seen that the mean square value of the vibration of the bearing rotor system is significantly smaller than that of the bearing rotor system before the temperature rise. The reason for this phenomenon is that the heat expansion of the steel shaft increases the pressure on the inner ring of the bearing, making the radial clearance of the bearing smaller, and the impact of the rolling body on the inner ring of the bearing smaller.

Vibration values of bearing-rotor system with different radial loads under 6000 rpm oil lubrication.

Vibration values of bearing-rotor system with different radial loads under 7000 rpm oil lubrication.

Vibration values of bearing-rotor system with different radial loads under 8000 rpm oil lubrication.

Vibration values of bearing-rotor system with different radial loads under 9000 rpm oil lubrication.

Vibration values of bearing-rotor system with different radial loads under 10,000 rpm oil lubrication.

Temperature rise of bearing-rotor system with different radial loads under 6000 rpm oil lubrication.

Temperature rise of bearing-rotor system with different radial loads under 7000 rpm oil lubrication.

Temperature rise of bearing-rotor system with different radial loads under 8000 rpm oil lubrication.

Temperature rise of bearing-rotor system with different radial loads under 9000 rpm oil lubrication.

Temperature rise of bearing-rotor system with different radial loads under 10,000 rpm oil lubrication.

Vibration diagram after temperature rise of different radial load bearing rotor system under 6000 rpm oil lubrication.

Vibration diagram after temperature rise of different radial load bearing rotor system under 7000 rpm oil lubrication.

Vibration diagram after temperature rise of different radial load bearing rotor system under 8000 rpm oil lubrication.

Vibration diagram after temperature rise of different radial load bearing rotor system under 9000 rpm oil lubrication.

Vibration diagram after temperature rise of different radial load bearing rotor system under 10,000 rpm oil lubrication.
Simulation results
As shown in Figure 26, the rotating speed is 6000 rpm and the radial load is 1000 N, and the trajectory of the steel shaft-ceramic bearing rotor center is not easy to be deformed in the light load range due to the large stiffness of the ceramic bearing, so the trajectory of the shaft center is approximately circular, thus essentially explaining the stability of the ceramic bearing in the light load range. As shown in Figure 27, the rotating speed is 6000 rpm and the radial load is 2400 N. The track diagram of steel shaft ceramic bearing rotor axis shows that the ceramic bearing has obvious deformation within the medium load range, and the motion track of the axis is approximately an ellipse. Therefore, the deformation of ceramic bearing is greatly affected by the load within the medium load range, The reason why the ceramic bearing rotor increases with the increase of load in the medium load range is also expounded theoretically. As shown in Figure 28, the rotating speed is 6000 rpm, the radial load is 3900 N, the steel shaft ceramic bearing rotor axis trajectory, the steel shaft ceramic bearing rotor axis trajectory, the ceramic bearing deformation is more obvious in the heavy load range, and the movement trajectory of the axis changes more obviously compared with the medium load, which is similar to a flat ellipse, so the deformation of the ceramic bearing is more affected by the load in the heavy load range, The vibration of bearing rotor system is more intense. Comparing Figure 26 with Figure 27 and Figure 28, the drop of the axis rotation trajectory under light load is more obvious than that under medium load and heavy load, because the elastic modulus of silicon nitride is large, the deformation of bearing is small under light load, and the clearance of bearing is almost unchanged with the initial clearance after load, the axial trajectory of bearing under gravity of steel shaft is more obvious than that under medium load and heavy load.

Axis trajectory diagram of ceramic bearing-rotor system under light load.

Axis trajectory diagram of ceramic bearing-rotor system under medium load.

Axis trajectory diagram of ceramic bearing-rotor system under heavy load.
Conclusion
In this study, control variables were used to conduct relevant tests on the rotor system composed of Si3N4 full-ceramic ball bearings and steel shafts. Test analysis and theoretical model analysis were conducted by changing different speeds and radial loads, and the following conclusions were obtained:
In the rotor system of steel shaft full ceramic deep groove ball bearing, the heat generated by the high-speed rotating bearing leads to the expansion of the steel shaft and has a great impact on the vibration of the bearing rotor system. Considering the dynamic model of the extrusion force of the thermal expansion of the steel shaft on the inner ring of ceramic bearing, the calculated results are close to the experimental data.
Bearing-The vibration and temperature rise of the rotor system increase with the increase of speed and radial load. Among them, the order of the greatest influence on the deformation of the ceramic bearing is: heavy load, medium load, and light load.
Appropriately reducing the tolerance of interference fit between steel shaft and all-ceramic silicon nitride ball bearings can improve the service life of ceramic bearings under high speed and heavy load and reduce the wear of ceramic bearings.
Footnotes
Handling Editor: Chenhui Liang
Author contributions
The manuscript was written through contributions of all authors. All authors have given approval to the final version of manuscript.
Declaration of conflicting interests
The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Funding
The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: This project is supported by National Natural Science Foundation of China (Grant no. 52005352, 51975388), and Key Laboratory of Vibration and Control of Aero-Propulsion System, Ministry of Education, Northeastern University (VCAME202007), and Open Fund of Key Laboratory of Fundamental Science for National Defense of Aeronautical Digital Manufacturing Process of Shenyang Aerospace University(SHSYS202107).
