Abstract
Due to the complex structure and diverse functions of the CNC machine tool, there may be structural interactions between contemporaneous meta-action (CMA), which will lead to reliability coupling of the CMA. And these coupling relationships have a great influence on the reliability comprehensive evaluation of the CNC machine tool. Therefore, in order to analyze the reliability coupling mechanism of T-rotation-type CMA, based on the meta-action theory, this paper first introduces the corresponding concepts vis-à-vis CMA and analyzes the reliability coupling reasons of T-rotation-type CMA. Then, the bearing models, stiffness models, and dynamic models of gear 1 rotation meta-action unit under frame offset and frame deflection are established. What’s more, the interval theory is utilized to construct the reliability coupling model of T-rotation-type CMA. Finally, by comparison and simulation analyses, the rationality and effectiveness of the proposed stiffness model and reliability model are verified, and the reliability coupling mechanism of T-rotation-type CMA under frame deformation is analyzed.
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Abbreviations
- △x, △y :
-
Frame offset distance (mm)
- G ijH, G oj 1 (H = 1, 2):
-
Friction forces of the jth ball with the inner-and outer-race (N)
- d H (H = 1,2) :
-
Relative displacement vector of inner and outer rings under frame offset or frame deflection (mm)
- △r, △z, △φ :
-
Radial runout error, end face runout error, angular swing error (mm, mrad)
- δ xH, δ yH, δ zH (H = 1, 2):
-
Relative displacements of inner and outer rings along X, Y, and Z directions (mm)
- α ijH, α ojH (H = 1, 2):
-
Actual contact angles between jth ball with the inner-and outer-race (rad)
- θ xH, θ yH (H = 1, 2):
-
Relative angular displacements of the inner and outer rings around the X-axis and Y-axis (mrad)
- δ ijH, δ ojH (H = 1, 2):
-
Contact deformation between jth ball with the inner-and outer-race (mm)
- F H (H = 1,2):
-
Static load vector under frame offset or frame deflection (N)
- A 1 jH, A 2 jH, X 1 jH, X 2 jH (H = 1, 2):
-
Intermediate variables introduced to simplify the calculation (mm)
- F xH, F yH, F ZH (H = 1, 2):
-
Static loads along X, Y, and Z directions (N)
- λ ij, λ oj :
-
Friction constants at the jth ball
- M xH, M yH (H = 1, 2):
-
Static moment loads with respect to X-axis and Y-axis (N·mm/rad)
- \({\overline{\text{F}}}_{\text{xH}}\text{,}{ \, \overline{\text{F}}}_{\text{yH}}\) (H = 1, 2):
-
The time-varying components of external forces caused by the unbalanced force (N)
- Α :
-
Unloaded contact angle (°)
- x, y, z, φ x, φ y :
-
Displacements of gear 1 (mm/rad)
- A 0 :
-
Distance between curvature centers of inner and outer races before frame deformation
- \({\overline{\text{M}}}_{\text{xH}}\text{,}{\overline{\text{M}}}_{\text{yH}}\) (H = 1, 2):
-
The time-varying components of external moments caused by the unbalanced force (N·mm/rad)
- R i, R o :
-
Radii of locus of inner and outer race groove curvature centers (mm)
- \({\text{c}}_{\text{xx}}\text{, }{\text{c}}_{\text{yy}}\text{,}{ \, {\text{c}}}_{\text{zz}}\text{,}{\text{ c}}_{{\varphi }_{\text{x}}{\varphi }_{\text{x}}}\text{, }{\text{c}}_{{\varphi }_{\text{y}}{\varphi }_{\text{y}}}\) :
-
Damping coefficients of the gear 1 rotation meta-action unit (N s/m)
- r i, r o :
-
Radii of inner and outer ring groove (mm)
- \({\text{k}}_{\text{xxH}}^{^{\prime}}\text{, }{\text{k}}_{\text{yyH}}^{^{\prime}}\text{,}{\text{ k}}_{\text{zzH}}^{^{\prime}}\text{, }{\text{k}}_{{\varphi }_{\text{x}}{\varphi }_{\text{x}}H}^{^{\prime}}\text{,}{\text{ k}}_{{\varphi }_{\text{y}}{\varphi }_{\text{y}}H}^{^{\prime}}\) (H = 1, 2):
-
Support stiffness coefficients of bearing (KN/mm, MN·mm/rad)
- ѱ j :
-
Azimuth angle of rolling element (rad)
- \({\overline{\alpha }}_{0}{\overline{D} }_{0}{\overline{A} }_{00}{\overline{e} }_{0}{\overline{d} }_{m0}\) :
-
Design values of geometric parameters
- ω c, ω s :
-
Angular speeds of cage and shaft (rad/s)
- M gjH (H = 1, 2):
-
Gyroscopic moment of the jth ball (N·mm/rad)
- Z :
-
Rolling element number
- η :
-
The uncertainty of geometric parameters
- D :
-
Diameter of rolling element (mm)
- \(\phi\) :
-
Geometric parameter vector
- K :
-
Hertzian contact coefficient
- \({\alpha }_{0}^{I}{D}_{0}^{I}{A}_{00}^{I}{e}_{0}^{I}{d}_{m0}^{I}\) :
-
Interval values of geometric parameters
- e :
-
Eccentricity of the gear 1 rotation meta-action unit (mm)
- I d, I p :
-
Diametral moment of inertia and polar moment of inertia (kg·m2)
- L :
-
Half the shaft length (mm)
- \({\overline{T} }_{x}\left(t\right)\), \({T}_{x}\left(t\right)\) :
-
Expected vibration displacement and actual vibration displacement in the X direction (mm)
- d m :
-
Diameter of the pitch circle of the bearing (mm)
- g x(\(\phi\), t(θ x,θ y)), g x(\(\phi\) ,t(△x, △y)):
-
Limit state function under frame offset or frame deflection
- m :
-
Rotor mass (kg)
- \({R}_{x}\left(t\right),{R}_{y}\left(t\right),{R}_{z}\left(t\right),{R}_{{\varphi }_{x}}\left(t\right),{R}_{{\varphi }_{y}}\left(t\right)\) :
-
Reliability functions of different vibration responses
- F cjH (H = 1, 2):
-
Centrifugal force of the jth ball (N)
- R(t) :
-
Reliability of the gear 1 rotation meta-action unit
- P ijH, P ojH (H = 1, 2):
-
Contact forces of the jth ball with the inner-and outer-race (N)
References
Wang R, Gao X, Gao Z, Li S, Gao J, Xu J, Deng W (2020) Comprehensive reliability evaluation of multistate complex electromechanical systems based on similarity of cloud models. Qual Reliab Eng Int 36:1048–1073. https://doi.org/10.1002/qre.2614
Wang P, Wang H, Chen X (2019) Research on reliability comprehensive evaluation method of five-axis CNC machine tools based on AHP and extension theory. Journal of Engineering-Joe 2019:8599–8603. https://doi.org/10.1049/joe.2018.9064
Jin C, Ran Y, Wang Z, Zhang G (2021) Prioritization of key quality characteristics with the three-dimensional HoQ model-based interval-valued spherical fuzzy-ORESTE method. Eng Appl Artif Intell 104. https://doi.org/10.1016/j.engappai.2021.104271
Jin CX, Ran Y, Wang ZC, Huang GQ, Xiao LM, Zhang GB (2020) Reliability analysis of gear rotation meta-action unit based on Weibull and inverse Gaussian competing failure process. Eng Fail Anal 117:16. https://doi.org/10.1016/j.engfailanal.2020.104953
Yu H, Zhang G, Ran Y (2019) A more reasonable definition of failure mode for mechanical systems using meta-action. IEEE Access 7:4898–4904. https://doi.org/10.1109/access.2018.2888542
Li Y, Zhang X, Ran Y, Zhang W, Zhang G (2019) Reliability and modal analysis of key meta-action unit for CNC machine tool. IEEE Access 7:23640–23655. https://doi.org/10.1109/ACCESS.2019.2899623
Ren X, Zhai J, Ren G (2017) Calculation of radial load distribution on ball and roller bearings with positive, negative and zero clearance. Int J Mech Sci 131:1–7. https://doi.org/10.1016/j.ijmecsci.2017.06.042
Deng SE, Dong X, Cui YC, Hu GC (2015) Analysis of dynamic stiffness characteristics of double-row angular contact ball bearings. Binggong Xuebao/Acta Armamentarii 36:1140–1146. https://doi.org/10.3969/j.issn.1000-1093.2015.06.026
Tomovic R (2012) Calculation of the boundary values of rolling bearing deflection in relation to the number of active rolling elements. Mech Mach Theory 47:74–88. https://doi.org/10.1016/j.mechmachtheory.2011.08.006
Luo Y, Jia H, Wang C, Wang P, Xu H (2019) Effect of rolling bearing on dynamic characteristics of seal-rotor system, in: 10th IEEE Prognostics and System Health Management Conference (PHM-Qingdao), Qingdao, PEOPLES R CHINA, 2019.
Lin S, Jiang S (2019) Dynamic characteristics of motorized spindle with tandem duplex angular contact ball bearings. J Vib Acoust-Trans ASME 141.https://doi.org/10.1115/1.4044300
Tong V-C, Hong S-W (2018) Vibration analysis of flexible rotor with angular contact ball bearings using a general bearing stiffness model, Journal of the Korean Society for. Precis Eng 35:1179–1189
Liu Y, Zhang Z (2022) Parameters research on time-varying stiffness of the ball bearing system without race control hypothesis. Proc Inst Mech Eng Part C-J Eng Mech Eng Sci 236:1334–1351.https://doi.org/10.1177/09544062211017955
Cheng H, Zhang Y, Lu W, Yang Z (2021) Effect of boundary position and defect shape on the mechanical properties of ball bearings. Mech Based Des Struct Mach. https://doi.org/10.1080/15397734.2021.1875329
Fang B, Zhang J, Yan K, Hong J, Wang MY (2019) A comprehensive study on the speed-varying stiffness of ball bearing under different load conditions. Mech Mach Theory 136:1–13. https://doi.org/10.1016/j.mechmachtheory.2019.02.012
Li X, Yu K, Ma H, Cao L, Luo Z, Li H, Che L (2018) Analysis of varying contact angles and load distributions in defective angular contact ball bearing. Eng Fail Anal 91:449–464. https://doi.org/10.1016/j.engfailanal.2018.04.050
Xu TF, Yang LH, Wu W, Wang K (2021) Effect of angular misalignment of inner ring on the contact characteristics and stiffness coefficients of duplex angular contact ball bearings. Mech Mach Theory 157:22. https://doi.org/10.1016/j.mechmachtheory.2020.104178
Xu TF, Yang LH, Wang K (2020) Characteristics of duplex angular contact ball bearing with combined external loads and angular misalignment. Appl Sci Basel 10:25.https://doi.org/10.3390/app10175756
Yang Z, Chen H, Yu T (2017) Effects of rolling bearing configuration on stiffness of machine tool spindle. Proc Inst Mech Eng C J Mech Eng Sci 232:775–785. https://doi.org/10.1177/0954406217693659
Fang B, Yan K, Hong J, Zhang J (2021) A comprehensive study on the off-diagonal coupling elements in the stiffness matrix of the angular contact ball bearing and their influence on the dynamic characteristics of the rotor system. Mech Mach Theory 158.https://doi.org/10.1016/j.mechmachtheory.2021.104251
Zhang Y, Fang B, Kong L, Li Y (2020) Effect of the ring misalignment on the service characteristics of ball bearing and rotor system. Mech Mach Theory 151.https://doi.org/10.1016/j.mechmachtheory.2020.103889
Cao H, Shi F, Li Y, Li B, Chen X (2019) Vibration and stability analysis of rotor-bearing-pedestal system due to clearance fit. Mech Syst Signal Proc 133.https://doi.org/10.1016/j.ymssp.2019.106275
Liu H, Zhang Y, Li C, Li Z (2021) Nonlinear dynamic analysis of CNC lathe spindle-bearing system considering thermal effect. Nonlinear Dyn 105:131–166. https://doi.org/10.1007/s11071-021-06613-x
Zhang Y, Zhang MQ, Xie LY, Zhang K (2021) The effect of the uncertain initial angular misalignment on fatigue life of spindle-bearing system. Forsch Ingwes. Eng Res 85:39–56.https://doi.org/10.1007/s10010-020-00430-1
Zhang Y, Zhang MQ, Wang YW, Xie LY (2020) Fatigue life analysis of ball bearings and a shaft system considering the combined bearing preload and angular misalignment. Appl Sci Basel 10:21.https://doi.org/10.3390/app10082750
Li X, Lv Y, Yan K, Liu J, Hong J (2017) Study on the influence of thermal characteristics of rolling bearings and spindle resulted in condition of improper assembly. Appl Therm Eng 114:221–233. https://doi.org/10.1016/j.applthermaleng.2016.11.194
Yang ZY, Ching JY (2020) A novel reliability-based design method based on quantile-based first-order second-moment. Appl Math Model 88:461–473. https://doi.org/10.1016/j.apm.2020.06.038
Yang ZY, Ching JY (2019) A novel simplified geotechnical reliability analysis method. Appl Math Model 74:337–349. https://doi.org/10.1016/j.apm.2019.04.055
Wang Z, Broccardo M, Song J (2019) Hamiltonian Monte Carlo methods for Subset Simulation in reliability analysis. Struct Saf 76:51–67. https://doi.org/10.1016/j.strusafe.2018.05.005
Liu K, Wu JK, Liu HB, Sun MJ, Wang YQ (2021) Reliability analysis of thermal error model based on DBN and Monte Carlo method. Mech Syst Signal Proc 146:15. https://doi.org/10.1016/j.ymssp.2020.107020
Gao SZ, Zhang SX, Zhang YM, Gao Y (2020) Operational reliability evaluation and prediction of rolling bearing based on isometric mapping and NoCuSa-LSSVM. Reliab Eng Syst Saf 201:11. https://doi.org/10.1016/j.ress.2020.106968
Liu XG, Gu Y, He ST, Xu ZP, Zhang ZY (2019) A robust reliability prediction method using weighted least square support vector machine equipped with chaos modified particle swarm optimization and online correcting strategy. Appl Soft Comput 85:17. https://doi.org/10.1016/j.asoc.2019.105873
Zhang Z, Jiang C, Wang GG, Han X (2015) First and second order approximate reliability analysis methods using evidence theory. Reliab Eng Syst Saf 137:40–49. https://doi.org/10.1016/j.ress.2014.12.011
Zhao W, Chen YY, Liu JK (2020) An effective first order reliability method based on Barzilai-Borwein step. Appl Math Model 77:1545–1563. https://doi.org/10.1016/j.apm.2019.08.026
Aslett LJM, Nagapetyan T, Vollmer SJ (2017) Multilevel Monte Carlo for reliability theory. Reliab Eng Syst Saf 165:188–196. https://doi.org/10.1016/j.ress.2017.03.003
Keshtegar B, Kisi O (2017) M5 model tree and Monte Carlo simulation for efficient structural reliability analysis. Appl Math Model 48:899–910. https://doi.org/10.1016/j.apm.2017.02.047
Qian HM, Li YF, Huang HZ (2020) Time-variant reliability analysis for industrial robot RV reducer under multiple failure modes using Kriging model. Reliab Eng Syst Saf 199:9. https://doi.org/10.1016/j.ress.2020.106936
Pan QJ, Dias D (2017) An efficient reliability method combining adaptive support vector machine and Monte Carlo simulation. Struct Saf 67:85–95. https://doi.org/10.1016/j.strusafe.2017.04.006
Stern RE, Song J, Work DB (2017) Accelerated Monte Carlo system reliability analysis through machine learning-based surrogate models of network connectivity. Reliab Eng Syst Saf 164:1–9. https://doi.org/10.1016/j.ress.2017.01.021
Zhao HL, Yue ZF, Liu YS, Liu W, Gao ZZ (2017) Structural reliability assessment based on low-discrepancy adaptive importance sampling and artificial neural network. Proc Inst Mech Eng Part G-J Aerosp Eng 231:497–509.https://doi.org/10.1177/0954410016640820
Harris TA, Crecelius WJ (1986) Rolling bearing analysis. J Tribol 108:149–150. https://doi.org/10.1115/1.3261135
Zhang XN, Han QK, Peng ZK, Chu FL (2016) A comprehensive dynamic model to investigate the stability problems of the rotor-bearing system due to multiple excitations. Mech Syst Signal Proc 70–71:1171–1192. https://doi.org/10.1016/j.ymssp.2015.10.006
Wu H, Cui G, Chen P, Hou H (2020) Motion reliability evaluation of six-axes robot based on non-probability interval theory. Int J Veh Des 84:238–257
Solovyev SA (2020) Structural reliability analysis based on interval estimation of random variables. Stroitel’naya mekhanika i raschet sooruzhenii 56–61.https://doi.org/10.37538/0039-2383.2020.3.56.61
Li J, Ran Y, Wang HW, Huang GQ, Mu ZY, Zhang GB (2020) Dynamic performance reliability analysis of rolling linear guide under parameter uncertainty. J Mech Sci Technol 34:4525–4536. https://doi.org/10.1007/s12206-020-1012-8
Cheng J, Liu Z, Tang M, Tan J (2017) Robust optimization of uncertain structures based on normalized violation degree of interval constraint. Comput Struct 182:41–54. https://doi.org/10.1016/j.compstruc.2016.10.010
Zhang YF, Fang B, Kong LF, Li Y (2020) Effect of the ring misalignment on the service characteristics of ball bearing and rotor system. Mech Mach Theory 151:16. https://doi.org/10.1016/j.mechmachtheory.2020.103889
Krämer E (1993) Dynamics of Rotors and Foundations
Chi Y, Yang S, Jiao W, He J, Gu X, Papatheou E (2019) Spectral DCS-based feature extraction method for rolling element bearing pseudo-fault in rotor-bearing system. Measurement 132:22–34. https://doi.org/10.1016/j.measurement.2018.09.006
Geng K, Lin S (2019) Effect of angular misalignment on the stiffness of the double-row self-aligning ball bearing. Proc Inst Mech Eng C J Mech Eng Sci 234:946–962. https://doi.org/10.1177/0954406219885979
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This work was financially supported by the National Natural Science Foundation, China (No. 51835001); the Independent Research Project of State Key Laboratory of Mechanical Transmission, China (SKLMT-ZZKT-2021R06).
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Chuanxi Jin compiled the manuscript and studied an engineering example. Genbao Zhang checked the manuscript.
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Jin, C., Zhang, G. Reliability coupling mechanism analyses of T-rotation-type CMA with frame deformation in CNC machine tools. Int J Adv Manuf Technol 124, 4269–4296 (2023). https://doi.org/10.1007/s00170-022-09565-7
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DOI: https://doi.org/10.1007/s00170-022-09565-7