Cluster Computing

, Volume 22, Supplement 3, pp 5127–5134 | Cite as

The performance simulation analysis of material tribological behavior based on the machine sensing algorithm

  • Zhaoqiang WangEmail author
  • Jian Yang
  • Mingen Wu
  • Gan He
  • Qilei Wang


Material simulation was crucial to material performance. Tribological behavior and thermal stability of polytetrafluoroethylene (PTFE) composites was well known to be affected by factors depending mainly by matrix and filler properties. However, the mechanism taking place had not still been fully explained. In this work, the composite material filled with different ratio PSA fiber and siloxane had been investigated using scanning electron microscope, electronic universal testing machine, shore durometer and friction–abrasion testing machine, and the material was simulated. The result showed that the tensile strength and hardness of the composites were improved due to good dispersion of PSA fiber in the matrix and the good interface with the matrix when the lower content of PSA fibers. Tribological properties of composites and dual surface transfer films of PTFE/ PSA composites were improved by PSA fibers and silane coupling agent were used cooperatively. Cone calorimeter test and thermo-gravimetric analysis indicate that 4\(^{\# }\) sample had lower heat release rate, mass loss rate. The 4\(^{\# }\) sample had been endowed with the better thermal stability due to the hybridization of silane and PSA. This laid a foundation for further simulation analysis research and application of the composites.


Simulation analysis PTFE/PSA composites Tribological Thermal stability Microstructure 



This work was partly supported by National Natural Science Foundation of China (51505272) and the Natural Science Foundation of Hebei Province (E2015507037).


  1. 1.
    Zhang, R., Zhao, J., Liang, J.: A novel multifunctional PTFE/PEO composite coating prepared by one-step method. Surf. Coat. Technol. 299, 90–95 (2016)CrossRefGoogle Scholar
  2. 2.
    Li, H., Yin, Z., Jiang, D., Jin, L., Cui, Y.: A study of the tribological behavior of transfer films of PTFE composites formed under different loads, speeds and morphologies of the counterface. Wear 328–329, 17–27 (2015)CrossRefGoogle Scholar
  3. 3.
    Aderikha, V.N., Krasnov, A.P., Shapovalov, V.A., Golub, A.S.: Peculiarities of tribological behavior of low-filled composites based on polytetrafluoroethylene (PTFE) and molybdenum disulfide. Wear 320, 135–142 (2014)CrossRefGoogle Scholar
  4. 4.
    Dubey, K.A., Majji, S., Sinha, S.K., Bhardwaj, Y.K., Acharya, S., Chaudhari, C.V., Varshney, L.: Synergetic effects of radiolytically degraded PTFE microfillers and organoclay in PTFE-reinforced ethylene vinyl acetate composites. Mater. Chem. Phys. 143(1), 149–154 (2013)CrossRefGoogle Scholar
  5. 5.
    Yang, M., Yuan, J., Guo, F., Wang, K., Zhang, Z., Men, X., Liu, W.: A biomimetic approach to improving tribological properties of hybrid PTFE/Nomex fabric/phenolic composites. Eur. Polym. J. 78, 163–172 (2016)CrossRefGoogle Scholar
  6. 6.
    Yang, M., Yuan, J., Men, X., Zhang, Z., Guo, F., Liu, W.: Effect of ZrB\(_2\) fillers incorporation on high-temperature tribological properties of hybrid PTFE/Nomex fabric/phenolic composite. Tribol. Int. 99, 289–295 (2016)Google Scholar
  7. 7.
    Wang, L., Liu, J., Li, S., Zhang, X.: Investigation on reaction energy, mechanical behavior and impact insensitivity of W–PTFE–Al composites with different W percentage. Mater. Des. 92, 397–404 (2016)CrossRefGoogle Scholar
  8. 8.
    Aderikha, V.N., Shapovalov, V.A.: Effect of filler surface properties on structure, mechanical and tribological behavior of PTFE–carbon black composites. Wear 268(11–12), 1455–1464 (2010)CrossRefGoogle Scholar
  9. 9.
    Conte, M., Igartua, A.: Study of PTFE composites tribological behavior. Wear 296(1–2), 568–574 (2012)CrossRefGoogle Scholar
  10. 10.
    Mazza, L., Trivella, A., Grassi, R., Malucelli, G.: A comparison of the relative friction and wear responses of PTFE and a PTFE-based composite when tested using three different types of sliding wear machines. Tribol. Int. 90, 15–21 (2015)CrossRefGoogle Scholar
  11. 11.
    Ting, X., Kai, J., Ya, D.: Numerical simulation of influence of filler size on tribological properties of PTFE/PSA composites. Tribology 36(1), 35–42 (2016)Google Scholar
  12. 12.
    Wu, S.-C., Lee, T.-J., Lin, W.-J.: Study of self-rewetting fluid applied to loop heat pipe with PTFE wick. Appl. Therm. Eng. 119, 622–628 (2017)CrossRefGoogle Scholar
  13. 13.
    Elena Diaz, M., Savage, M.D., Cerro, R.L.: The effect of temperature on contact angles and wetting transitions for n-alkanes on PTFE. J. Colloid Interface Sci. 503, 159–167 (2017)CrossRefGoogle Scholar
  14. 14.
    Zheng, X.T., Wang, H.Y., Wang, W.: Compressive ratcheting effect of expanded PTFE considering multiple load paths. Polym. Test. 61, 93–99 (2017)CrossRefGoogle Scholar
  15. 15.
    Li, X., Cai, W., Wang, T., et al.: AF2400/PTFE composite membrane for hexane recovery during vegetable oil production. Sep. Purif. Technol. 181, 223–229 (2017)CrossRefGoogle Scholar
  16. 16.
    Usmanov, D.T., Hiraoka, K., Wada, H., et al.: Non-proximate mass spectrometry using a heated 1-m long PTFE tube and an air-tight APCI ion source. Anal. Chim. Acta 973, 59–67 (2017)CrossRefGoogle Scholar
  17. 17.
    Huang, Q.-L., Huang, Y., Xiao, C.-F., et al.: Electrospun ultrafine fibrous PTFE-supported ZnO porous membrane with self-cleaning function for vacuum membrane distillation. J. Membr. Sci. 534, 73–82 (2017)CrossRefGoogle Scholar
  18. 18.
    Vavlekas, D., Melo, L., Ansari, M., et al.: Role of PTFE paste fibrillation on Poisson’s ratio. Polym. Test. 61, 65–73 (2017)CrossRefGoogle Scholar
  19. 19.
    Zheng, X., Wen, X., Wang, W., et al.: Creep-ratcheting behavior of PTFE gaskets under various temperatures. Polym. Test. 60, 229–235 (2017)CrossRefGoogle Scholar
  20. 20.
    Jotakia, K., Miyatakea, M., Stolarski, T., et al.: Tribological performance of natural resin urushi containing PTFE. Tribol. Int. 113, 291–296 (2017)CrossRefGoogle Scholar
  21. 21.
    Park, J.S., Lee, S.M., Joo, B.S., et al.: The effect of material properties on the stick-slip behavior of polymers: a case study with PMMA, PC, PTFE, and PVC. Wear 378–379, 11–16 (2017)CrossRefGoogle Scholar
  22. 22.
    Badenhorst, J.J., Meyer, W.C.M.H., van Rooyen, T.J., et al.: The effect of \(\alpha \)-irradiation from enriched uranium on the leaching properties of PTFE. Eng. Fail. Anal. 74, 1–10 (2017)Google Scholar
  23. 23.
    Makowiec, M.E., Blanchet, T.A.: Improved wear resistance of nanotube- and other carbon-filled PTFE composites. Wear 374–375, 77–85 (2017)CrossRefGoogle Scholar
  24. 24.
    Tam, J., Jiao, Z., Lau, J.C.F., et al.: Wear stability of superhydrophobic nano Ni–PTFE electrodeposits. Wear 374–375, 1–4 (2017)CrossRefGoogle Scholar
  25. 25.
    Huang, Y., Huang, Q.-L., Liu, H., et al.: Preparation, characterization, and applications of electrospun ultrafine fibrous PTFE porous membranes. J. Membr. Sci. 523, 317–326 (2017)CrossRefGoogle Scholar
  26. 26.
    Zheng, X., Wen, X., Gao, J., et al.: Temperature-dependent ratcheting of PTFE gaskets under cyclic compressive loads with small stress amplitude. Polym. Test. 57, 296–301 (2017)CrossRefGoogle Scholar

Copyright information

© Springer Science+Business Media, LLC 2017

Authors and Affiliations

  • Zhaoqiang Wang
    • 1
    Email author
  • Jian Yang
    • 2
  • Mingen Wu
    • 1
  • Gan He
    • 1
  • Qilei Wang
    • 3
  1. 1.School of Automotive EngineeringShanghai University of Engineering ScienceShanghaiPeople’s Republic of China
  2. 2.School of Urban Rail TransportationShanghai University of Engineering ScienceShanghaiPeople’s Republic of China
  3. 3.Chinese People’s Armed Police Forces AcademyLangfangPeople’s Republic of China

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