Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (2025)

Table of Contents
Abstract List of references

Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (1) https://doi.org/10.3390/lubricants12090324 · Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (2)

Journal: Lubricants, 2024, №9, p.324

Publisher: MDPI AG

Authors: Nan Jiang, Feng Nan

Funder National Natural Science Foundation of China

Abstract

Wear caused by friction is one of the main causes of most mechanical component failures. The application of powders as anti-wear lubricating materials has achieved great advances, which are of great significance in reducing friction and wear. This review focuses on the applications of phyllosilicates mineral powders as anti-wear lubricating materials in lubricating oil. The tribological behaviors of phyllosilicates mineral powders and the combination of phyllosilicates mineral powders with other materials as lubricant additives are provided. Moreover, the fundamental mechanism are systematically reviewed and concluded based on tribology data and surface, and interface analysis. Finally, current unsolved issues and suggestions for future research on phyllosilicates mineral powders as lubricant additives are proposed.

List of references

  1. Abad, Tribological properties of surface-modified Pd nanoparticles for electrical contacts, Wear, № 297, с. 943
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (3) https://doi.org/10.1016/j.wear.2012.11.009
  2. Chou, Tribological behavior of polyalphaolefin with the addition of nickel nanoparticles, Tribol. Int., № 43, с. 2327
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (4) https://doi.org/10.1016/j.triboint.2010.08.006
  3. Experimental investigation of the tribological behavior of lubricants with additive containing copper nanoparticles, Tribol. Int., № 117, с. 52
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (5) https://doi.org/10.1016/j.triboint.2017.08.012
  4. Qu, Tribological performance of functionalized ionic liquid and Cu microparticles as lubricating additives in sunflower seed oil, Tribol. Int., № 104, с. 166
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (6) https://doi.org/10.1016/j.triboint.2016.08.035
  5. Zhang, Anti-wear and friction-reduction mechanism of Sn and Fe nanoparticles as additives of multialkylated cyclopentanes under vacuum condition, Vacuum, № 87, с. 75
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (7) https://doi.org/10.1016/j.vacuum.2012.07.009
  6. Chen, Preparation and tribological properties of unmodified and oleic acid-modified CuS nanorods as lubricating oil additives, Ceram. Int., № 43, с. 4246
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (8) https://doi.org/10.1016/j.ceramint.2016.12.066
  7. Hou, In situ formation of spherical MoS2 nanoparticles for ultra-low friction, Nanoscale, № 10, с. 19979
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (9) https://doi.org/10.1039/C8NR06503A
  8. Lu, Preparation and tribological properties of WS2 and WS2/TiO2 nanoparticles, Tribol. Int., № 130, с. 308
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (10) https://doi.org/10.1016/j.triboint.2018.09.030
  9. Tomala, Synergisms and antagonisms between MoS2 nanotubes and representative oil additives under various contact conditions, Tribol. Int., № 129, с. 137
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (11) https://doi.org/10.1016/j.triboint.2018.08.005
  10. Wu, MoS2/WS2 Quantum Dots as High-Performance Lubricant Additive in Polyalkylene Glycol for Steel/Steel Contact at Elevated Temperature, Adv. Mater. Interfaces, № 5, с. 1700859
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (12) https://doi.org/10.1002/admi.201700859
  11. Wu, Investigating the tribological performance of nanosized MoS2 on graphene dispersion in perfluoropolyether under high vacuum, RSC Adv., № 6, с. 98606
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (13) https://doi.org/10.1039/C6RA22863A
  12. Luo, Tribology properties of Al2O3/TiO2 nanocomposites as lubricant additives, Ceram. Int., № 40, с. 10103
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (14) https://doi.org/10.1016/j.ceramint.2014.03.181
  13. Ma, Anti-wear and friction performance of ZrO2 nanoparticles as lubricant additive, Particuology, № 8, с. 468
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (15) https://doi.org/10.1016/j.partic.2009.06.007
  14. Wang, Comparative evaluation of the lubricating properties of vegetable-oil-based nanofluids between frictional test and grinding experiment, J. Manuf. Process., № 26, с. 94
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (16) https://doi.org/10.1016/j.jmapro.2017.02.001
  15. Xiang, Tribological and tribochemical properties of magnetite nanoflakes as additives in oil lubricants, Particuology, № 17, с. 136
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (17) https://doi.org/10.1016/j.partic.2013.09.004
  16. Xie, Lubrication performance of MoS2 and SiO2 nanoparticles as lubricant additives in magnesium alloy-steel contacts, Tribol. Int., № 93, с. 63
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (18) https://doi.org/10.1016/j.triboint.2015.08.009
  17. Li, Superlow Friction of Graphite Induced by the Self-Assembly of Sodium Dodecyl Sulfate Molecular Layers, Langmuir, № 33, с. 12596
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (19) https://doi.org/10.1021/acs.langmuir.7b03053
  18. Nunn, Tribological properties of polyalphaolefin oil modified with nanocarbon additives, Diam. Relat. Mater., № 54, с. 97
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (20) https://doi.org/10.1016/j.diamond.2014.09.003
  19. Singh, Tribological behaviour of hybrid AMMC sliding against steel and cast iron under MWCNT-Oil lubrication, Tribol. Int., № 127, с. 509
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (21) https://doi.org/10.1016/j.triboint.2018.06.030
  20. Wang, Characterization and tribological properties of rice husk carbon nanoparticles Co-doped with sulfur and nitrogen, Appl. Surf. Sci., № 462, с. 944
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (22) https://doi.org/10.1016/j.apsusc.2018.08.165
  21. Zhao, Synthesis of thermally reduced graphite oxide in sulfuric acid and its application as an efficient lubrication additive, Tribol. Int., № 116, с. 303
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (23) https://doi.org/10.1016/j.triboint.2017.06.023
  22. Du, Effect of thermal activation on the tribological behaviors of muscovite particles as lubricant additives in lithium grease, Ind. Lubr. Tribol., № 70, с. 538
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (24) https://doi.org/10.1108/ILT-11-2016-0288
  23. Daji, Tribological Properties of Muscovite/La2O3 Composite Powders as Lubricant Additives, Tribol. Trans., № 58, с. 577
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (25) https://doi.org/10.1080/10402004.2014.996309
  24. Du, Tribological Properties of Muscovite, CeO2 and Their Composite Particles as Lubricant Additives, Tribol. Lett., № 62, с. 29
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (26) https://doi.org/10.1007/s11249-016-0676-9
  25. Rudenko, Talc as friction reducing additive to lubricating oil, Appl. Surf. Sci., № 276, с. 383
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (27) https://doi.org/10.1016/j.apsusc.2013.03.102
  26. Prasad, Influence of talc concentration in oil lubricant on the wear response of a bronze journal bearing, Wear, № 269, с. 498
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (28) https://doi.org/10.1016/j.wear.2010.05.011
  27. Fei, Synergistic effect of talc/carbon spheres composite as oil-based additive enhancing the lubricating properties for steel-steel contact, Lubr. Sci., № 32, с. 80
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (29) https://doi.org/10.1002/ls.1488
  28. Mobasher, Effect of MWCNTs/Talc powder nanoparticles on the tribological and thermal conductivity performance of calcium grease, Ind. Lubr. Tribol., № 72, с. 9
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (30) https://doi.org/10.1108/ILT-03-2019-0102
  29. Cao, Nano-montmorillonite-doped lubricating grease exhibiting excellent insulating and tribological properties, Friction, № 5, с. 219
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (31) https://doi.org/10.1007/s40544-017-0152-z
  30. Li, Tribological Properties of the Functionalized Graphene/Montmorillonite Nanosheets as a Lubricant Additive, Tribol. Lett., № 69, с. 117
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (32) https://doi.org/10.1007/s11249-021-01495-x
  31. Zhang, Sliding friction and wear behaviors of surface-coated natural serpentine mineral powders as lubricant additive, Appl. Surf. Sci., № 257, с. 2540
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (33) https://doi.org/10.1016/j.apsusc.2010.10.019
  32. Zhang, An amorphous SiO film tribo-induced by natural hydrosilicate powders on ferrous surface, Appl. Surf. Sci., № 285, с. 759
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (34) https://doi.org/10.1016/j.apsusc.2013.08.123
  33. Yu, Microstructure, mechanical properties and tribological behavior of tribofilm generated from natural serpentine mineral powders as lubricant additive, Wear, № 297, с. 802
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (35) https://doi.org/10.1016/j.wear.2012.10.013
  34. Bai, Antigorite: Mineralogical characterization and friction performances, Tribol. Int., № 101, с. 115
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (36) https://doi.org/10.1016/j.triboint.2016.03.036
  35. Zhang, Tribological behaviours of surface-modified serpentine powder as lubricant additive, Ind. Lubr. Tribol., № 68, с. 1
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (37) https://doi.org/10.1108/ILT-01-2013-0005
  36. Wang, The effect of serpentine additive on energy-saving and auto-reconditioning surface layer formation, Ind. Lubr. Tribol., № 69, с. 158
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (38) https://doi.org/10.1108/ILT-02-2016-0018
  37. Wang, B., Zhong, Z., Qiu, H., Chen, D., Li, W., Li, S., and Tu, X. (2020). Nano Serpentine Powders as Lubricant Additive: Tribological Behaviors and Self-Repairing Performance on Worn Surface. Nanomaterials, 10.
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (39) https://doi.org/10.3390/nano10050922
  38. Yu, Effect of thermal activation on the tribological behaviours of serpentine ultrafine powders as an additive in liquid paraffin, Tribol. Int., № 44, с. 1736
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (40) https://doi.org/10.1016/j.triboint.2011.06.022
  39. Yin, Friction and wear behaviors of steel/ bronze tribopairs lubricated by oil with serpentine natural mineral additive, Wear, № 456–457, с. 203387
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (41) https://doi.org/10.1016/j.wear.2020.203387
  40. Qi, Characterization and auto-restoration mechanism of nanoscale serpentine powder as lubricating oil additive under high temperature, Tribol. Int., № 44, с. 805
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (42) https://doi.org/10.1016/j.triboint.2011.02.001
  41. Qi, Comparative tribological properties of magnesium hexasilicate and serpentine powder as lubricating oil additives under High temperature, Tribol. Int., № 49, с. 53
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (43) https://doi.org/10.1016/j.triboint.2011.12.014
  42. Qi, Self-Repairing Characteristics of Serpentine Mineral Powder as an Additive on Steel–Chromium Plating Pair under High Temperature, Tribol. Trans., № 56, с. 516
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (44) https://doi.org/10.1080/10402004.2013.765060
  43. Zhang, CU nanoparticles effect on the tribological properties of hydrosilicate powders as lubricant additive for steel–steel contacts, Tribol. Int., № 44, с. 878
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (45) https://doi.org/10.1016/j.triboint.2011.03.002
  44. Zhao, Tribological properties of serpentine, La(OH)3 and their composite particles as lubricant additives, Wear, № 288, с. 72
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (46) https://doi.org/10.1016/j.wear.2012.02.009
  45. Zhao, Characterization of tribofilms derived from zinc dialkyl dithiophosphate and serpentine by X-ray absorption spectroscopy, Tribol. Int., № 73, с. 167
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (47) https://doi.org/10.1016/j.triboint.2014.01.015
  46. Qin, Tribological Performance of Magnesium Silicate Hydroxide/Ni Composite as an Oil-Based Additive for Steel–Steel Contact, Tribol. Lett., № 69, с. 19
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (48) https://doi.org/10.1007/s11249-020-01385-8
  47. Li, Achieving long term anti-corrosion waterborne epoxy coating by attapulgite loaded octadecylamine/graphene nanocomposite, Polym. Test., № 129, с. 108290
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (49) https://doi.org/10.1016/j.polymertesting.2023.108290
  48. Nan, Effect of natural attapulgite powders as lubrication additive on the friction and wear performance of a steel tribo-pair, Appl. Surf. Sci., № 307, с. 86
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (50) https://doi.org/10.1016/j.apsusc.2014.03.170
  49. Nan, Tribological behaviors and wear mechanisms of ultrafine magnesium aluminum silicate powders as lubricant additive, Tribol. Int., № 81, с. 199
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (51) https://doi.org/10.1016/j.triboint.2014.09.006
  50. Yu, Tribological behaviors of natural attapulgite nanofibers as an additive for mineral oil investigated by orthogonal test method, Tribol. Int., № 153, с. 106562
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (52) https://doi.org/10.1016/j.triboint.2020.106562
  51. Nan, F., and Wang, D. (2023). Tribological Properties of Attapulgite Nanofiber as Lubricant Additive for Electric-Brush Plated Ni Coating. Lubricants, 11.
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (53) https://doi.org/10.3390/lubricants11050204
  52. Wang, Study the Sensitivity of Solid Lubricating Additives to Attapulgite Clay Base Grease, Tribol. Lett., № 42, с. 141
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (54) https://doi.org/10.1007/s11249-011-9754-1
  53. Nan, Tribological Performance of Attapulgite Nano-fiber/Spherical Nano-Ni as Lubricant Additive, Tribol. Lett., № 56, с. 531
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (55) https://doi.org/10.1007/s11249-014-0430-0
  54. Nan, Effect of Cu Nanoparticles on the Tribological Performance of Attapulgite Base Grease, Tribol. Trans., № 58, с. 1031
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (56) https://doi.org/10.1080/10402004.2015.1035415
  55. Nan, Tribological properties of attapulgite/La2O3 nanocomposite as lubricant additive for a steel/steel contact, RSC Adv., № 8, с. 16947
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (57) https://doi.org/10.1039/C8RA02835D
  56. Nan, Improving of the tribological properties of attapulgite base grease with graphene, Lubr. Sci., № 33, с. 380
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (58) https://doi.org/10.1002/ls.1560
  57. Wang, Tribological behaviors of an attapulgite–graphene nanocomposite as an additive for mineral lubricating oil, RSC Adv., № 14, с. 16411
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (59) https://doi.org/10.1039/D4RA01218F
  58. Wang, Tribological properties of novel palygorskite nanoplatelets used as oil-based lubricant additives, Friction, № 9, с. 332
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (60) https://doi.org/10.1007/s40544-019-0347-6
  59. Sleptsova, Properties and Structure of the Friction surface of PTFE/Layered Silicate Compo sites, IOP Conf. Ser. Mater. Sci. Eng., № 1079, с. 042033
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (61) https://doi.org/10.1088/1757-899X/1079/4/042033
  60. Vasilev, A.P., Struchkova, T.S., Nikiforov, L.A., Okhlopkova, A.A., Grakovich, P.N., Shim, E.L., and Cho, J.-H. (2019). Mechanical and Tribological Properties of Polytetrafluoroethylene Composites with Carbon Fiber and Layered Silicate Fillers. Molecules, 24.
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (62) https://doi.org/10.3390/molecules24020224
  61. Abdulfatai, Molecular design of antioxidant lubricating oil additives via QSPR and analysis dynamic simulation method, Heliyon, № 5, с. e02880
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (63) https://doi.org/10.1016/j.heliyon.2019.e02880
  62. Baboukani, Prediction of Nanoscale Friction for Two-Dimensional Materials Using a Machine Learning Approach, Tribol. Lett., № 68, с. 57
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (64) https://doi.org/10.1007/s11249-020-01294-w
  63. Elkholy, Enhancing lubricating oil properties using novel quinazolinone derivatives: DFT study and molecular dynamics simulation, J. Mol. Struct., № 1175, с. 788
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (65) https://doi.org/10.1016/j.molstruc.2018.08.045
  64. Kathmore, P., Bachchhav, B., Nandi, S., Salunkhe, S., Chandrakumar, P., Nasr, E.A., and Kamrani, A. (2023). Prediction of Thrust Force and Torque for High-Speed Drilling of AL6061 with TMPTO-Based Bio-Lubricants Using Machine Learning. Lubricants, 11.
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (66) https://doi.org/10.3390/lubricants11090356
  65. Qu, High-performance protic ionic liquids as additives in lubricating oils with varying polarity, Tribol. Int., № 191, с. 109157
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (67) https://doi.org/10.1016/j.triboint.2023.109157
  66. Usman, A., Arif, S., Raja, A.H., Kouhia, R., Almqvist, A., and Liwicki, M. (2023). Machine Learning Composite-Nanoparticle-Enriched Lubricant Oil Development for Improved Frictional Performance-An Experiment. Lubricants, 11.
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (68) https://doi.org/10.3390/lubricants11060254
  67. Zhang, Machine Learning Decomposition Onset Temperature of Lubricant Additives, J. Mater. Eng. Perform., № 29, с. 6605
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (69) https://doi.org/10.1007/s11665-020-05146-5
  68. Zheng, Anticorrosion and lubricating properties of a fully green lubricant, Tribol. Int., № 130, с. 324
    Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (70) https://doi.org/10.1016/j.triboint.2018.08.014

About this publication

Publication type Журнальна стаття
Number of citations 0
Number of works in the list of references 68
Journal indexed in Scopus Yes
Journal indexed in Web of Science Yes
Applications of Phyllosilicates Mineral Powder as Anti-Wear Lubricating Materials in Lubricating Oil and Grease: A Revi… (2025)
Top Articles
Latest Posts
Recommended Articles
Article information

Author: Van Hayes

Last Updated:

Views: 6288

Rating: 4.6 / 5 (66 voted)

Reviews: 89% of readers found this page helpful

Author information

Name: Van Hayes

Birthday: 1994-06-07

Address: 2004 Kling Rapid, New Destiny, MT 64658-2367

Phone: +512425013758

Job: National Farming Director

Hobby: Reading, Polo, Genealogy, amateur radio, Scouting, Stand-up comedy, Cryptography

Introduction: My name is Van Hayes, I am a thankful, friendly, smiling, calm, powerful, fine, enthusiastic person who loves writing and wants to share my knowledge and understanding with you.