Application of the Kriging model combined with the whale algorithm in the optimization analysis of the micro-texture effect on the performance of the engine piston ring/cylinder friction pair

  • Affiliations:

    1 Hanoi University of Mining and Geology, Hanoi, Vietnam
    2 Vinacomin Institute of Mining and Energy Mechanical Engineering, Hanoi, Vietnam
    3 National University of Science and Technology "MISIS", Leninsky Avenue, Moscow, Russia

  • *Corresponding:
    This email address is being protected from spambots. You need JavaScript enabled to view it.
  • Received: 9th-June-2023
  • Revised: 4th-Sept-2023
  • Accepted: 29th-Sept-2023
  • Online: 31st-Oct-2023
Pages: 74 - 93
Views: 375
Downloads: 12
Rating: 5.0, Total rating: 1
Yours rating

Abstract:

In order to study the influence of microstructure and improve the efficiency of the engine friction pair, the engine piston ring/cylinder liner friction pair is selected as the research object. This paper analyzes and evaluates the influence of microstructural geometric parameters on the performance of friction pair. The Kriging model is used as a parametric model to simulate the microstructural parameters and combined with the whale optimization algorithm to optimize the microstructural parameters. The optimal microstructural parameters of the piston ring/cylinder liner friction pair are obtained as follows: ellipse long half:15.3 μm, short half axis: 14.9 μm, offset: 6.5 μm, depth: 7.7 μm; axial spacing: 45.5 μm, and circumferential spacing: 261.2 μm. Compared with the prototype piston ring/liner friction pair, the average friction coefficients of piston ring/cylinder liner friction pair with unoptimized microstructure and optimized microstructure were, respectively, reduced by 10.88% and 13.99%, the average bearing pressure was increased by 23.75% and 24.12%, the average friction power decreased by 9.24% and 12.89%, the average oil film thickness increased by 0.56% and 7.49%, and the minimum oil film thickness increased by 29.80% and 34.51%.

How to Cite
Nguyen, T.Thanh, Le, L.Van and Tran, H.Van 2023. Application of the Kriging model combined with the whale algorithm in the optimization analysis of the micro-texture effect on the performance of the engine piston ring/cylinder friction pair (in Vietnamese). Journal of Mining and Earth Sciences. 64, 5 (Oct, 2023), 74-93. DOI:https://doi.org/10.46326/JMES.2023.64(5).08.
References

Ezhilmaran, V., Vasa, N. J., and Vijayaraghavan, L. (2018). Investigation on generation of laser assisted dimples on piston ring surface and influence of dimple parameters on friction. Surface and Coatings Technology335, 314-326.

Fiaschi, G., Di Lauro, M., Ballestrazzi, A., Rota, A., Biscarini, F., and Valeri, S. (2020). Tribological response of laser-textured steel pins with low-dimensional micrometric patterns. Tribology International149, 105548.

Kapsiz, M., Durat, M., and Ficici, F. (2011). Friction and wear studies between cylinder liner and piston ring pair using Taguchi design method.  Advances in Engineering Software42(8), 595-603.

Le, V. L., Xu, P., Yu, Y. H. (2022), Research Status On Surface Texture In Lubrication And Friction Reduction Of Tribological Systems. Mining Industry Journal, (5), 40-48.

Lophaven, S. N., Nielsen, H. B., and Sondergaard, J. (2002). DACE: a MatLab kriging toolbox, Technical University of Denmark. IMM-TR-2002-12, http://www. imm. dtu. dk/~ hbn/dace.

Ma,X. (2018). Effect of surface texture parameters on lubrication behavior of piston/cylinder liner friction pair and research on optimization methods. Harbin: Harbin Engineering University.

Mirjalili, S., and Lewis, A. (2016). The whale optimization algorithm. Advances in engineering software95, 51-67.

Nguyễn, Đ. B., Phan, Q. T. (2006). Ma sát, mòn và bôi trơn trong kỹ thuật. Tập 1, 2. Nhà xuất bản Khoa học kỹ thuật, Hà Nội, 210 trang.

Nguyễn, A. T., Bùi, V. G. (2006). Lý thuyết bôi trơn ướt. Tập 1,2. Nhà xuất bản Xây dựng, Hà Nội, 86 trang.

Qin, T., Tadokoro, C., and Sasaki, S. (2017). The effects of Surface Texturing on friction performance under reciprocating sliding condition. Key Engineering Materials739, 36-41.

Schuh, J. K., and Ewoldt, R. H. (2016). Asymmetric surface textures decrease friction with Newtonian fluids in full film lubricated sliding contact. Tribology International97, 490-498.

Syed, I., and Beera, S. B. (2019). Influence of positive texturing on friction and wear properties of piston ring-cylinder liner tribo pair under lubricated conditions. Industrial Lubrication and Tribology71(4), 515-524.

Tang,L., He,P., Ma,G., et al. (2019). Research progress on surface performance enhancement of cylinder liner-piston ring friction pair[J]. Surface Technology, 48(08):185-198.

Tong,W., Wang,M., Qiu,G., et al. (2020). Micro-texture and friction performance analysis of air film shielding on friction pair surface by micro-electrolytic machining [J]. China Mechanical Engineering, 31(11):1331-1336.

Ye,N., Mu,J., Huang,Z. (2013), Comparative experimental study on friction power of naturally aspirated gasoline engine[J]. Vehicle engine, (2):10-13.

Yu, Y. H., Yang, S. B., Cao, M. L., Shen, J. X., and Ruan, W. X. (2022). Research on elliptic bias parabolic micro-texture of sliding bearing surface. Surf Technol. http://kns. cnki. net/kcms/detail/50.1083. TG20220110, 029.

Zhao Y., Zhang,S., Lu,W., Chen,C., Wei L. (2021). Optimizing the extraction process of Ruyi Jinhuang Powder Compound Based on Multi-index Weight Analysis and Orthogonal Design. Chinese Journal of New Drugs, 30(15):1428-1434 .

Xu,Y., Han,X., Xu,J., et al. (2021). Effects of Micro-pit Morphology and Area Occupancy of Laser Surface Texture on Tribological Properties of Nitrided Cylinder Liner. China Surface Engineering, 34(04):149-157.