Investigation of loaded contact characteristics of planetary roller screw mechanism based on influence coefficient method and machine learning

Advanced Engineering Informatics - Tập 58 - Trang 102146 - 2023
Rui Hu1, Peitang Wei1, Xuesong Du1, Jie Zhou1, Huaiju Liu1, Genshen Liu1, Caichao Zhu1
1State Key Laboratory of Mechanical Transmissions, Chongqing University, Chongqing 400044, China

Tài liệu tham khảo

Wu, 2022, A review of planetary roller screw mechanism for development and new trends, Proc. Inst. Mech. Eng., Part C: J. Mech. Eng. Sci., 236, 10822, 10.1177/09544062221106287 Ma, 2020, Experimental research on static stiffness of the planetary roller screw mechanism, MATEC Web of Conferences: EDP Sciences, 306, 02002, 10.1051/matecconf/202030602002 Xing, 2023, A comprehensive analysis of contact kinematics for planetary roller screw mechanism, Tribol. Int., 179, 10.1016/j.triboint.2022.108127 Zhang, 2016, Load distribution of planetary roller screw mechanism and its improvement approach, Proc. Inst. Mech. Eng., Part C: J. Mech. Eng. Sci., 230, 3304, 10.1177/0954406215610361 Du, 2021, Investigation on mechanical behavior of planetary roller screw mechanism with the effects of external loads and machining errors, Tribol. Int., 154, 10.1016/j.triboint.2020.106689 Ma, 2019, Modelling of transmission accuracy of a planetary roller screw mechanism considering errors and elastic deformations, Mech. Mach. Theory, 134, 151, 10.1016/j.mechmachtheory.2018.12.025 Jones, 2013, Contact kinematics in the roller screw mechanism, J. Mech. Des., 135, 10.1115/1.4023964 Sandu, 2019, Analytical prediction of the geometry of contact ellipses and kinematics in a roller screw versus experimental results, Mech. Mach. Theory, 131, 115, 10.1016/j.mechmachtheory.2018.09.013 Xie, 2019, Mixed-lubrication analysis of planetary roller screw, Tribol. Int., 140, 10.1016/j.triboint.2019.105883 Zhou, 2021, Analysis of transient mixed elastohydrodynamic lubrication in planetary roller screw mechanism, Tribol. Int., 163, 10.1016/j.triboint.2021.107158 Zheng, 2021, A novel planetary thread roller bearing: Design and analysis of load characteristic, J. Mech. Des., 143, 10.1115/1.4048858 Xie, 2023, Friction torque analysis of planetary roller screw based on the creepage theory, Tribol. Int., 178, 10.1016/j.triboint.2022.108059 Xing, 2022, A novel wear prediction model for planetary roller screw based on universal sliding distance model, Tribol. Int., 175, 10.1016/j.triboint.2022.107851 Miao, 2022, Lubrication and wear analysis of planetary roller screw mechanism with threaded surface roughness in thermal elastohydrodynamic lubrication, Tribol. Trans., 65, 1069, 10.1080/10402004.2022.2098890 Lepagneul, 2022, Fatigue lifespan of a planetary roller-screw mechanism, Mech. Mach. Theory, 172, 104769, 10.1016/j.mechmachtheory.2022.104769 Qiao, 2018, An improved thermal estimation model of the inverted planetary roller screw mechanism, Proc. Inst. Mech. Eng., Part C: J. Mech. Eng. Sci., 232, 4430, 10.1177/0954406218762961 Li, 2002, Gear contact model and loaded tooth contact analysis of a three-dimensional, thin-rimmed gear, J. Mech. Des., 124, 511, 10.1115/1.1485290 Li, 2021, Strength analysis of the roller bearing with a crowning and misalignment error, Eng. Fail. Anal., 123, 10.1016/j.engfailanal.2021.105311 Li, 2018, A mathematical model and numeric method for contact analysis of rolling bearings, Mech. Mach. Theory, 119, 61, 10.1016/j.mechmachtheory.2017.08.020 Li, 2007, Finite element analyses for contact strength and bending strength of a pair of spur gears with machining errors, assembly errors and tooth modifications, Mech. Mach. Theory, 42, 88, 10.1016/j.mechmachtheory.2006.01.009 Chen, 2019, Calculation of mesh stiffness of spur gears considering complex foundation types and crack propagation paths, Mech. Syst. Sig. Process., 130, 273, 10.1016/j.ymssp.2019.05.014 Chang, 2015, A robust model for determining the mesh stiffness of cylindrical gears, Mech. Mach. Theory, 87, 93, 10.1016/j.mechmachtheory.2014.11.019 Cao, 2022, A computerized method of contact pressure and load distribution for crossed beveloid gears, Mech. Mach. Theory, 175, 10.1016/j.mechmachtheory.2022.104943 Sandu, 2018, An efficient method for analyzing the roller screw thread geometry, Mech. Mach. Theory, 126, 243, 10.1016/j.mechmachtheory.2018.04.004 Fu, 2017, A comprehensive contact analysis of planetary roller screw mechanism, J. Mech. Des., 139, 10.1115/1.4034580 Ma, 2019, Modelling of static contact with friction of threaded surfaces in a planetary roller screw mechanism, Mech. Mach. Theory, 139, 212, 10.1016/j.mechmachtheory.2019.04.014 Ma, 2020, Local contact characteristics of threaded surfaces in a planetary roller screw mechanism, Mech. Based Des. Struct. Mach., 48, 1, 10.1080/15397734.2019.1615944 Yao, 2022, Structural design for planetary roller screw mechanism based on the developed contact modelling, Tribol. Int., 171, 10.1016/j.triboint.2022.107570 Liu, 2017, Mathematical analysis of the meshing performance of planetary roller screws applying different roller thread shapes, Adv. Mech. Eng., 9, 1 Zhang, 2012, Study on axial contact deformation of planetary roller screw, Appl. Mech. Mater., 155, 779 Zu, 2018, Design and bearing characteristics of planetary roller screws based on aerospace high-load conditions, Adv. Mech. Eng., 10, 1, 10.1177/1687814018811197 Ma, 2018, Thermo-mechanical coupling–based finite element analysis of the load distribution of planetary roller screw mechanism, Adv. Mech. Eng., 10, 1, 10.1177/1687814018775254 Yao, 2021, Multi-objective optimization of planetary roller screw mechanism based on improved mathematical modelling, Tribol. Int., 161, 10.1016/j.triboint.2021.107095 X. Fu, G. Liu, S. Ma, W. Zhang, A Method to determine grinding wheel profiles for manufacturing threads in planetary roller screw mechanism, in: ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, Cleveland, Ohio, USA, 2017, pp. V010T011A031. Liu, 2019, Concave and convex modifications analysis for skewed beveloid gears considering misalignments, Mech. Mach. Theory, 133, 127, 10.1016/j.mechmachtheory.2018.11.012 Litvin, 2004 Xiao, 2023, Multi-objective optimization of planetary roller screw mechanism based on improved boundary condition, Int. J. Adv. Manuf. Technol., 124, 4479, 10.1007/s00170-022-10210-6 Wu, 2009, Contact stress analysis of skew conical involute gear drives in approximate line contact, Mech. Mach. Theory, 44, 1658, 10.1016/j.mechmachtheory.2009.01.010 Liu, 2011, Load distribution of straight beveloid gears with parallel axes, Adv. Mater. Res., 308-310, 1773, 10.4028/www.scientific.net/AMR.308-310.1773 Press, 2007 Hu, 2019, Numerical determination to loaded tooth contact performances in consideration of misalignment for the spiral bevel gears, Int. J. Mech. Sci., 151, 343, 10.1016/j.ijmecsci.2018.11.014 Zhang, 1999, Analysis of tooth contact and load distribution of helical gears with crossed axes, Mech. Mach. Theory, 34, 41, 10.1016/S0094-114X(98)00006-8 Dhatt, 2012 S. Yamamoto, Theory and Calculation of Screw Thread Connection, Guo Keqian (trans.), Shanghai Scientific and Technical Press, Shanghai, 1984 (in Chinese). Hu, 2022, A roller taper modification method for load distribution optimization of planetary roller screw mechanism, J. Adv. Mech. Des. Syst., 16 Hu, 2023, Investigation on load distribution among rollers of planetary roller screw mechanism considering machining errors: Analytical calculation and machine learning approach, Mech. Mach. Theory, 185, 105322, 10.1016/j.mechmachtheory.2023.105322 Yan, 2022, Deep learning driven real time topology optimisation based on initial stress learning, Adv. Eng. Inf., 51, 10.1016/j.aei.2021.101472 Wang, 2023, Prediction of TBM operation parameters using machine learning models based on BPSO, Adv. Eng. Inf., 56, 10.1016/j.aei.2023.101955 Silva, 2021, Machine learning and finite element analysis: An integrated approach for fatigue lifetime prediction of adhesively bonded joints, Fatigue Fract. Eng. Mater. Struct., 44, 3334, 10.1111/ffe.13559 Urbas, 2021, Machine learning based nominal root stress calculation model for gears with a progressive curved path of contact, Mech. Mach. Theory, 165, 10.1016/j.mechmachtheory.2021.104430 Kechagias, 2020, A comparative investigation of Taguchi and full factorial design for machinability prediction in turning of a titanium alloy, Measurement, 151, 10.1016/j.measurement.2019.107213 Breiman, 2001, Random forests, Mach. Learn., 45, 5, 10.1023/A:1010933404324 Cheng, 2018, Random forest classifier for zero-shot learning based on relative attribute, IEEE Trans. Neural Networks Learn. Syst., 29, 1662, 10.1109/TNNLS.2017.2677441 Chen, 2017, A parallel random forest algorithm for big data in a spark cloud computing environment, IEEE Trans. Parallel Distrib. Syst., 28, 919, 10.1109/TPDS.2016.2603511