journal article·2026-07-13Open access

A LBM-LES Coupled-Based Simulation and Parameter Optimization for Improving Oil-Stirring Lubrication Efficiency in High-Speed Transmission Systems

Yunfeng Tan, Qihan Li, Qiliang Ma, Runyuan Zheng, Lin Li

Applied Sciences· Volume 16· Issue 14

Abstract

The lubrication performance of high-speed transmission systems directly affects mechanical power consumption and operational reliability. During high-speed oil-stirring lubrication, strong gas–liquid interfacial shear, liquid-film deformation, droplet splashing, and oil-mist transport generate an unsteady multiphase turbulent flow field. Conventional continuum-based numerical methods often face difficulties in resolving interface breakup and transient turbulent dissipation under high-speed rotational excitation. To address this problem, this study develops a coupled Lattice Boltzmann–Large Eddy Simulation (LBM–LES) method for oil–air two-phase flow in a high-speed oil-stirring lubrication system. The D3Q27 discrete velocity model, cumulant collision operator, WALE subgrid-scale model, free-surface tracking, and local grid refinement are integrated to analyze free-surface deformation, oil-mist evolution, and power-loss characteristics. Taking a notched toothless oil-stirring disk as the reference configuration, the effects of oil immersion depth and disk topology on gas–liquid phase distribution, oil-mist coverage, power consumption, and vortex-induced energy dissipation are investigated. The results indicate that oil immersion depth has a nonlinear influence on lubrication performance and power loss. Among the investigated cases, an immersion depth of 20 mm provides a favorable balance between upper-region oil-mist coverage and lower-region oil-pool stability. At this depth, the notched disk exhibits directional oil delivery and relatively low power consumption, whereas the double-rhombus structure expands the oil-mist coverage but increases the average power consumption to approximately 175 W. These findings provide numerical support for balancing oil-mist coverage, mechanical power consumption, and disk topology design in high-speed transmission lubrication systems.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Lattice Boltzmann Simulation Studies · Fluid Dynamics and Heat Transfer · Fluid Dynamics and Mixing

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

College of Mechanical Engineering, Ningbo University of Finance and Economics, Ningbo 315175, China

Ningbo Key Laboratory of Smart Agricultural Technology and Equipment, Ningbo 315175, China

College of Mechanical Engineering, Zhejiang University of Technology, Hangzhou 310014, China

Key Laboratory of Special Purpose Equipment and Advanced Processing Technology, Ministry of Education & Zhejiang Province, Hangzhou 310014, China

College of Mechanical Engineering, Tianjin University, Tianjin 300350, China

References (64)

Show source-provided references
1. Tang, P., Li, Z., Hou, X., Li, L., Xi, R., and Chen, Y. (2024). Influence of Oil Injection Lubrication Parameters of High-Speed Internal Meshing Gear Based on the Computational Fluid Dynamics. Lubricants, 12.10.3390/lubricants12110390 ↗
2. Calculation method of impingement depth and multiple objective optimizations of nozzle layout for aviation gears considering windage10.1038/s41598-025-01145-5 ↗
3. Benchmarking backbone neural networks for HVAC fault diagnosis and regression: Insights into spatiotemporal, graph, and attention-based architectures10.1016/j.enbuild.2026.117718 ↗
4. Reliability and fatigue life analysis of key parts of shearer10.1016/j.engfailanal.2022.106357 ↗
5. Yin, Z.C., Bao, J.J., and Zheng, R.Y. (2026). Mixing transfer mechanism of the lithium battery slurry and the active rheological control method. Powder Technol., in press.
6. A novel in-situ sensor calibration method for building thermal systems based on virtual samples and autoencoder10.1016/j.energy.2024.131314 ↗
7. Analysis of lubrication characteristics of dynamic-static pressure hybrid thrust bearing considering key factors under eccentric loads10.1016/j.triboint.2024.109471 ↗
8. Spatial modification optimization methods for harmonic drives using a 3D non-uniform line-contact elastohydrodynamic lubrication model10.1016/j.triboint.2025.111288 ↗
9. Hou, Y., Wang, T., Li, Y., Yu, J., Xu, F., Li, L., and Tan, D. (2026). A Study on the Evolution Patterns and Mechanisms of Crack Stress Intensity Factors Under Gas-Liquid Two-Phase Flow in Pipelines of Different Configurations. Int. J. Press. Vessel. Pip., in press.10.2139/ssrn.6778484 ↗
10. Thermodynamic, economic, and environmental footprint assessments and optimization of an innovative biogas-driven heat integration network, producing power, cooling, and heating10.1016/j.energy.2025.135379 ↗
11. Proposing novel “L” shaped fin to boost the melting performance of a vertical PCM enclosure10.1016/j.csite.2021.101465 ↗
12. A bioinspired multimodal nociceptive system enabling graded pressure–damage pain perception for adaptive robotic interaction10.1016/j.cej.2026.175389 ↗
13. Hu, X., Yuan, Y., and Chen, J. (2024). Study on temperature field distribution of a high-speed double-helical gear pair with oil injection lubrication. Lubricants, 12.10.3390/lubricants12090315 ↗
14. Highly charged nanocellulose enables triple-function hydrogels for bionic electronic skins10.1016/j.cej.2026.179237 ↗
15. Parameters exploration of SOFC for dynamic simulation using adaptive chaotic grey wolf optimization algorithm10.1016/j.energy.2022.125146 ↗
16. Innovative insights into nanofluid-enhanced gear lubrication: Computational and experimental analysis of churn mechanisms10.1016/j.triboint.2024.109949 ↗
17. An improved correlation to determine minimum miscibility pressure of CO2–oil system10.1016/j.gee.2018.12.003 ↗
18. Effect of pipe size on erosion measurements and predictions in liquid-dominated multiphase flows for the elbows10.1016/j.wear.2023.204797 ↗
19. Fluid-induced transport dynamics and vibration patterns of multiphase vortex in the critical transition states10.1016/j.ijmecsci.2023.108376 ↗
20. Investigation of churning torque for hydraulic torque converter based on CFD10.1016/j.triboint.2022.107722 ↗
21. Gao, S., Hou, X., Ma, C., Yang, Y., Li, Z., Yin, R., and Zhu, R. (2024). Transient simulation analysis of needle roller bearing in oil jet lubrication and planetary gearbox lubrication conditions based on computational fluid dynamics. Lubricants, 12.10.3390/lubricants12020039 ↗
22. Lubrication and thermal characteristics for thin-web cylindrical helical gears with high linear velocity10.1016/j.triboint.2025.111369 ↗
23. Simulation Analysis of the Splash Lubrication of the Main Gearbox for Unmanned Helicopters10.2507/IJSIMM25-1-749 ↗
24. Influence of vibration on the lubrication effect of a splash-lubricated gearbox10.1631/jzus.A2300436 ↗
25. Numerical study on the churning power loss of spiral bevel gears at splash lubrication system10.1002/ls.1688 ↗
26. A Three-Dimensional Computational Fluid Dynamics Study of Electric Vehicle Bearing Geometries and Their Influence on Lubrication Performance
27. Huang, Y., Ge, M., and Zheng, G. (2025). Study on the dynamic modeling of two-phase flow and lubrication characteristics of toothless stirring oil pans. Processes, 13.10.3390/pr13030829 ↗
28. Dašić, M., and Stanković, I. (2026). Puckering vs. Localisation: Contrasting Nanoscale Lithography and Wear Mechanisms in MoS2 and Graphene on SiO2. Materials, 19.10.3390/ma19091738 ↗
29. Influence of confinement on flow and lubrication properties of a salt model ionic liquid investigated with molecular dynamics10.1140/epje/i2018-11740-6 ↗
30. Experimental and numerical study of flow boiling in a vertical upward narrow rectangular channel under low heat flux10.1016/j.applthermaleng.2024.124149 ↗
31. A novel cooling and power cycle based on the absorption power cycle and booster-assisted ejector refrigeration cycle driven by a low-grade heat source: Energy, exergy and exergoeconomic analysis10.1016/j.enconman.2019.112321 ↗
32. Hou, Y., Wang, C., Li, Y., Xie, Y., Li, L., and Tan, D. (2026). An adaptive multi-hole repair method for non-uniform LiDAR point clouds. Measurement, in press.10.2139/ssrn.6560108 ↗
33. Shen, Q., Wang, P., Song, C., Ding, C., Ning, Y., Saetang, V., Shen, M., Wei, Y., Wang, J., and Ji, R. (2026). Effect of Pore Structure Parameters on Thermal Insulation Performance of Porous Ceramics Fabricated by Material Jetting. Materials, 19.10.3390/ma19122667 ↗
34. Two-relaxation time lattice Boltzmann models for the ion transport equation in electrohydrodynamic flow: D2Q5 vs D2Q9 and D3Q7 vs D3Q2710.1063/5.0042564 ↗
35. Investigating the performance of ethanolamine and benzylamine blends as promising sorbents for postcombustion CO2 capture through 13C NMR speciation and heat of CO2 absorption analysis10.1021/acs.energyfuels.2c01930 ↗
36. Shen, Q., Wang, P., Ding, C., Song, C., Ning, Y., Ji, R., Du, J., Saetang, V., Li, X., and Pan, J. (2026). Research Progress on Preparation Technology, Structure Optimization and Properties of 3D-Printed Porous Ceramics. Materials, 19.10.3390/ma19122674 ↗
37. New parameters identification of proton exchange membrane fuel cell stacks based on an improved version of African vulture optimization algorithm10.1016/j.egyr.2022.02.066 ↗
38. Gao, S., Tian, Z., Liu, W., Zhao, L., Ge, Y., and Sun, Q. (2024). Dynamic characteristics and fatigue life analysis of the gyration platform of roadheader. PLoS ONE, 19.10.1371/journal.pone.0314351 ↗
39. Research on cooperative control and stability of variable refrigerant flow refrigeration system10.1115/1.4066909 ↗
40. Numerical simulation on coal loading process of shearer drum based on discrete element method10.1177/01445987211013536 ↗
41. Liu, W., and Liu, S. (2025). Bearing remaining useful life prediction based on optimized VMD and BiLSTM-CBAM. PLoS ONE, 20.10.1371/journal.pone.0326399 ↗
42. Improved color-gradient method for lattice Boltzmann modeling of two-phase flows10.1063/5.0061638 ↗
43. Analysis of transient conduction and radiation problems using lattice Boltzmann and finite volume methods10.1016/j.ijheatmasstransfer.2016.01.074 ↗
44. On the transient dynamics of FGM cylindrical panels with cutout under thermal shock employing 2D Chebyshev-based energy method10.1016/j.tws.2025.113176 ↗
45. Connection stiffness modeling of rotating dovetailed blade with macro-micro interface topography10.1016/j.euromechsol.2023.105064 ↗
46. Numerical dissipation rate analysis of finite-volume and continuous-Galerkin methods for LES of combustor flow-field10.1007/s10494-023-00428-z ↗
47. LES and PIV investigation of the flow past a cactus-shaped cylinder with four ribs
48. Optimal estimation of the PEM fuel cells applying deep belief network optimized by improved archimedes optimization algorithm10.1016/j.energy.2021.121532 ↗
49. Numerical simulation study of acoustic waves propagation and streaming using MRT-lattice Boltzmann method10.1080/15502287.2022.2050844 ↗
50. 3D-printed photocatalysts for revolutionizing catalytic conversion of solar to chemical energy10.1016/j.pmatsci.2025.101427 ↗
51. Discharging modeling and heat release analysis in a novel tubed-plate architecture of thermal energy storage systems by a machine learning approach and advanced optimization techniques10.1016/j.est.2025.118204 ↗
52. Mass transfer performance and correlation for CO2 absorption into aqueous 3-diethylaminopropylamine solution in a hollow fiber membrane contactor10.1016/j.cep.2020.107932 ↗
53. A numerical study on the sedimentation of adhesive particles in viscous fluids using LBM-LES-DEM10.1016/j.powtec.2021.06.031 ↗
54. Density-based affinity propagation tensor clustering for intelligent fault diagnosis of train bogie bearing10.1109/TITS.2023.3253087 ↗
55. Efficient chemical mechanical polishing of W promoted by Fenton-like reaction between Cu2+ and H2O210.1016/S1003-6326(24)66678-1 ↗
56. Enhancing tungsten machinability via laser pretreatment for abrasive particles-based shear rheological polishing10.1016/j.powtec.2025.120758 ↗
57. Generalized analytical model for evaluating the gear power losses transition changing from windage to churning behavior10.1016/j.triboint.2023.108572 ↗
58. Boosted conversion of restaurant waste oil into biodiesel using Fe3O4@UiO-66-NH2 magnetic heterogeneous nanocatalyst and its application on the diesel engine: Optimization via RSM10.1016/j.renene.2024.120007 ↗
59. Optimal performance of a combined heat-power system with a proton exchange membrane fuel cell using a developed marine predators algorithm10.1016/j.jclepro.2020.124776 ↗
60. A large birefringence and high nonlinearity liquid crystal photonic crystal fiber with low confinement loss10.1016/j.yofte.2021.102610 ↗
61. Heat Transfer Mechanism and Dynamic Regulation of the Surface Swirling Flow Based on LBM–LES Multi-Field Coupling10.1016/j.ijthermalsci.2026.111143 ↗
62. Direct numerical simulation of pulsating flow effect on the distribution of non-circular particles with increased levels of complexity: IB-LBM10.1016/j.camwa.2022.07.005 ↗
63. A numerical study on the migration of a neutrally buoyant particle in a Poiseuille flow with thermal convection10.1016/j.ijheatmasstransfer.2017.01.077 ↗
64. Experimental investigation on the influence of drainage structure on vortex tube energy separation10.1016/j.applthermaleng.2025.126363 ↗