journal article·2026-01

Design and Optimization of Bio-inspired Herringbone Textured Bearing for Turbocharger Using Artificial Intelligence Technique

Hara Prakash Mishra, Suraj Kumar Behera

Journal of Bionic Engineering· Volume 23· Issue 1
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OpenAlex topics: Tribology and Lubrication Engineering · Gear and Bearing Dynamics Analysis · Turbomachinery Performance and Optimization

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References (65)

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1. Deligant, M., Podevin, P., & Descombes, G. (2012). Experimental identification of turbocharger mechanical friction losses. Energy, 39(1), 388–394. https://doi.org/10.1016/j.energy.2011.12.04910.1016/j.energy.2011.12.049 ↗
2. Smolík, L., Hajžman, M., & Byrtus, M. (2017). Investigation of bearing clearance effects in dynamics of turbochargers. International Journal of Mechanical Sciences, 127, 62–72. https://doi.org/10.1016/j.ijmecsci.2016.07.01310.1016/j.ijmecsci.2016.07.013 ↗
3. Tian, L., Wakelin, M., Lancaster, C., & Lindsay, M. (2016). The effect of oil film instability on power losses prediction of a turbocharger rotor-fully floating ring bearing system. 12th International Conference on Turbochargers and Turbocharging, Institution of Mechanical Engineers, London, 1–16, 978-0957237476.
4. Mishra, H. P., & Jalan, A. (2021). Analysis of faults in rotor-bearing system using three-level full factorial design and response surface methodology. Noise & Vibration Worldwide, 52(11), 365–376. https://doi.org/10.1177/0957456521103071110.1177/09574565211030711 ↗
5. Zhang, C., Men, R., He, H., & Chen, W. (2019). Effects of circumferential and axial grooves on the nonlinear oscillations of the full floating ring bearing supported turbocharger rotor. Proceedings of the Institution of Mechanical Engineers, Part J: Journal of Engineering Tribology, 233(5), 741–757. https://doi.org/10.1177/135065011880058110.1177/1350650118800581 ↗
6. Chen, W. J. (2012). Rotordynamics and bearing design of turbochargers. Mechanical Systems and Signal Processing, 29, 77–89. https://doi.org/10.1016/j.ymssp.2011.07.02510.1016/j.ymssp.2011.07.025 ↗
7. Tian, L., Wang, W., & Peng, Z. (2012). Effects of bearing outer clearance on the dynamic behaviours of the full floating ring bearing supported turbocharger rotor. Mechanical Systems and Signal Processing, 31, 155–175. https://doi.org/10.1016/j.ymssp.2012.03.01710.1016/j.ymssp.2012.03.017 ↗
8. Soni, S., & Vakharia, D. (2017). Dynamic performance analysis of a noncircular cylindrical floating ring bearing. Proceedings of the Institution of Mechanical Engineers, Part J: Journal of Engineering Tribology, 231(6), 745–765. https://doi.org/10.1177/135065011667750510.1177/1350650116677505 ↗
9. Zheng, L., Zhu, H., Zhu, J., & Deng, Y. (2020). Effects of oil film thickness and viscosity on the performance of misaligned journal bearings with couple stress lubricants. Tribology International, 146, Article 106229. https://doi.org/10.1016/j.triboint.2020.10622910.1016/j.triboint.2020.106229 ↗
10. Xiang, G., Han, Y., Wang, J., Xiao, K., & Li, J. (2019). A transient hydrodynamic lubrication comparative analysis for misaligned micro-grooved bearing considering axial reciprocating movement of shaft. Tribology International, 132, 11–23. https://doi.org/10.1016/j.triboint.2018.12.00410.1016/j.triboint.2018.12.004 ↗
11. Ma, J., Zhang, H., Shi, Z., Chu, F., Gu, F., & Ball, A. D. (2021). Modelling acoustic emissions induced by dynamic fluid-asperity shearing in hydrodynamic lubrication regime. Tribology International, 153, Article 106590. https://doi.org/10.1016/j.triboint.2020.10659010.1016/j.triboint.2020.106590 ↗
12. Hill, H. (1958). Slipper bearings and vibration control in small gas turbines. Transactions of the American Society of Mechanical Engineers, 80(8), 1756–1764. https://doi.org/10.1115/1.401288710.1115/1.4012887 ↗
13. Schweizer, B. (2009). Oil whirl, oil whip and whirl/whip synchronization occurring in rotor systems with full-floating ring bearings. Nonlinear Dynamics, 57, 509–532. https://doi.org/10.1007/s11071-009-9466-310.1007/s11071-009-9466-3 ↗
14. Schweizer, B., & Sievert, M. (2009). Nonlinear oscillations of automotive turbocharger turbines. Journal of Sound and Vibration, 321(3–5), 955–975. https://doi.org/10.1016/j.jsv.2008.10.01310.1016/j.jsv.2008.10.013 ↗
15. Schweizer, B. (2010). Dynamics and stability of turbocharger rotors. Archive of Applied Mechanics, 80, 1017–1043. https://doi.org/10.1007/s00419-009-0331-010.1007/s00419-009-0331-0 ↗
16. Hatakenaka, K., Tanaka, M., & Suzuki, K. (2002). A theoretical analysis of floating bush journal bearing with axial oil film rupture being considered. Journal of Tribology, 124(3), 494–505. https://doi.org/10.1115/1.145410410.1115/1.1454104 ↗
17. Koutsovasilis, P., Driot, N., Lu, D., & Schweizer, B. (2015). Quantification of sub-synchronous vibrations for turbocharger rotors with full-floating ring bearings. Archive of Applied Mechanics, 85, 481–502. https://doi.org/10.1007/s00419-014-0924-010.1007/s00419-014-0924-0 ↗
18. Yang, S., Hou, J., An, X., & Xi, S. (2023). Influence of floating ring elastic deformation on ring equilibrium and minimum film thickness for a hydrodynamic/hydrostatic floating ring bearing. Industrial Lubrication and Tribology, 75(10), 1178–1187. https://doi.org/10.1108/ILT-05-2023-013910.1108/ILT-05-2023-0139 ↗
19. Novotný, P., Škara, P., & Hliník, J. (2018). The effective computational model of the hydrodynamics journal floating ring bearing for simulations of long transient regimes of turbocharger rotor dynamics. International Journal of Mechanical Sciences, 148, 611–619. https://doi.org/10.1016/j.ijmecsci.2018.09.02510.1016/j.ijmecsci.2018.09.025 ↗
20. Tian, L., Wang, W., & Peng, Z. (2013). Nonlinear effects of unbalance in the rotor-floating ring bearing system of turbochargers. Mechanical Systems and Signal Processing, 34(1–2), 298–320. https://doi.org/10.1016/j.ymssp.2012.07.01710.1016/j.ymssp.2012.07.017 ↗
21. Gümbel, L., & Everling, E. (1925). Reibung und Schmierung im Maschinenbau. M. Krayn. https://cir.nii.ac.jp/crid/1130282271690490368
22. Hagg, A. C. (1946). The influence of oil-film journal bearings on the stability of rotating machines. Journal of Applied Mechanics, 13(3), A211–A220. https://doi.org/10.1115/1.400956410.1115/1.4009564 ↗
23. Whipple, R. T. (1958). The inclined groove bearing. AERE report T/T 622 (revised). United kingdom atomic energy authority, research group, atomic energy establishment.
24. Gad, A. M., Nemat-Alla, M. M., Khalil, A. A., & Nasr, A. M. (2006). On the optimum groove geometry for herringbone grooved journal bearings. Journal of Tribology, 128(3), 585–593. https://doi.org/10.1115/1.219752410.1115/1.2197524 ↗
25. Yoshimoto, S., Ito, Y., & Takahashi, A. (2000). Pumping characteristics of a herringbone-grooved journal bearing functioning as a viscous vacuum pump. Journal of Tribology, 122(1), 131–136. https://doi.org/10.1115/1.55537110.1115/1.555371 ↗
26. Ansari, M. A., & Kim, K. Y. (2007). Shape optimization of a micromixer with staggered herringbone groove. Chemical Engineering Science, 62(23), 6687–6695. https://doi.org/10.1016/j.ces.2007.07.05910.1016/j.ces.2007.07.059 ↗
27. Tóth, E. L., Holczer, E. G., Iván, K., & Fürjes, P. (2015). Optimized simulation and validation of particle advection in asymmetric staggered herringbone type micromixers. Micromachines, 6(1), 136–150. https://doi.org/10.3390/mi601013610.3390/mi6010136 ↗
28. Checo, H. M., Ausas, R. F., Jai, M., Cadalen, J. P., Choukroun, F., & Buscaglia, G. C. (2014). Moving textures: Simulation of a ring sliding on a textured liner. Tribology International, 72, 131–142. https://doi.org/10.1016/j.triboint.2013.12.01310.1016/j.triboint.2013.12.013 ↗
29. Vlădescu, S. C., Ciniero, A., Tufail, K., Gangopadhyay, A., & Reddyhoff, T. (2017). Looking into a laser textured piston ring-liner contact. Tribology International, 115, 140–153. https://doi.org/10.1016/j.triboint.2017.04.05110.1016/j.triboint.2017.04.051 ↗
30. Pei, S., Xu, H., Yun, M., Shi, F., & Hong, J. (2016). Effects of surface texture on the lubrication performance of the floating ring bearing. Tribology International, 102, 143–153. https://doi.org/10.1016/j.triboint.2016.05.01410.1016/j.triboint.2016.05.014 ↗
31. Kirk, R. G. (2014). Experimental evaluation of hydrodynamic bearings for a high speed turbocharger. Journal of Engineering for Gas Turbines and Power, 136(7), Article 072501. https://doi.org/10.1115/1.402653510.1115/1.4026535 ↗
32. Smolík, L., & Dyk, Š. (2020). Towards efficient and vibration-reducing full-floating ring bearings in turbochargers. International Journal of Mechanical Sciences, 175, Article 105516. https://doi.org/10.1016/j.ijmecsci.2020.10551610.1016/j.ijmecsci.2020.105516 ↗
33. Xie, Z., & Zhu, W. (2022). An investigation on the lubrication characteristics of floating ring bearing with consideration of multi-coupling factors. Mechanical Systems and Signal Processing, 162, Article 108086. https://doi.org/10.1016/j.ymssp.2021.10808610.1016/j.ymssp.2021.108086 ↗
34. Chen, H., Rao, F., Shang, X., Zhang, D., & Hagiwara, I. (2014). Flow over bio-inspired 3D herringbone wall riblets. Experiments in Fluids, 55, 1–7. https://doi.org/10.1007/s00348-014-1698-410.1007/s00348-014-1698-4 ↗
35. Han, S., Yang, Z., Zhong, J., & Yan, Y. (2024). Influence of herringbone grooves inspired by bird feathers on aerodynamics of compressor cascade under different Reynolds number conditions. Aerospace, 11(8), Article 626. https://doi.org/10.3390/aerospace1108062610.3390/aerospace11080626 ↗
36. Guo, H., Yang, S., Zhang, S., & Zhang, Z. (2019). Influence of temperature–viscosity effect on ring-journal speed ratio and stability for a hydrodynamic floating ring bearing. Industrial Lubrication and Tribology, 71(4), 540–547. https://doi.org/10.1108/ILT-08-2018-032910.1108/ILT-08-2018-0329 ↗
37. Wang, L., Bin, G., Li, X., & Zhang, X. (2015). Effects of floating ring bearing manufacturing tolerance clearances on the dynamic characteristics for turbocharger. Chinese Journal of Mechanical Engineering, 28(3), 530–540. https://doi.org/10.3901/CJME.2015.0319.03410.3901/CJME.2015.0319.034 ↗
38. Deligant, M., Podevin, P., & Descombes, G. (2011). CFD model for turbocharger journal bearing performances. Applied Thermal Engineering, 31(5), 811–819. https://doi.org/10.1016/j.applthermaleng.2010.10.03010.1016/j.applthermaleng.2010.10.030 ↗
39. Mishra, H. P., & Behera, S. K. (2023). A methodology for performance prediction: Hydrodynamic investigation of spiral grooved thrust bearing. Lubrication Science, 35(6), 399–419. https://doi.org/10.1002/ls.164910.1002/ls.1649 ↗
40. Mishra, H. P., & Behera, S. K. (2024). Design of herringbone grooved thrust bearing for locomotive turbocharger rotor. Engineering Research Express, 6(2), Article 025558. https://doi.org/10.1088/2631-8695/ad530310.1088/2631-8695/ad5303 ↗
41. Mishra, H. P., & Behera, S. K. (2022). A study on hydrodynamic analysis of spiral grooved thrust bearing for locomotive turbocharger. International Conference on Industrial Tribology, Springer, pp. 101–111. https://doi.org/10.1007/978-981-99-9264-5_910.1007/978-981-99-9264-5_9 ↗
42. Tian, L., Wang, W., & Peng, Z. (2011). Dynamic behaviours of a full floating ring bearing supported turbocharger rotor with engine excitation. Journal of Sound and Vibration, 330(20), 4851–4874. https://doi.org/10.1016/j.jsv.2011.04.03110.1016/j.jsv.2011.04.031 ↗
43. Zhang, Y., Wang, W., Wei, D., Wang, G., Xu, J., & Liu, K. (2022). Dynamic stability of unbalance-induced vibration in a turbocharger rotor-bearing system with the nonlinear effect of thermal turbulent lubricating fluid film. Journal of Sound and Vibration, 528, Article 116909. https://doi.org/10.1016/j.jsv.2022.11690910.1016/j.jsv.2022.116909 ↗
44. San Andres, L., & Kerth, J. (2004). Thermal effects on the performance of floating ring bearings for turbochargers. Proceedings of the Institution of Mechanical Engineers, Part J: Journal of Engineering Tribology, 218(5), 437–450. https://doi.org/10.1243/135065004212806710.1243/1350650042128067 ↗
45. Lund, J. W. (1968). Calculation of stiffness and damping properties of gas bearings. Journal of Lubrication Technology, 90(4), 793–803. https://doi.org/10.1115/1.360172310.1115/1.3601723 ↗
46. Li, P., Shi, Z., Zhang, H., Li, X., Xiao, S., & Gu, F. (2023). Effect of micro-grooved surface on the static and dynamic characteristics of journal bearings with misalignment. Proceedings of the Institution of Mechanical Engineers, Part J: Journal of Engineering Tribology, 237(5), 1042–1069. https://doi.org/10.1177/1350650122114175010.1177/13506501221141750 ↗
47. Wang, X., Zhou, L., Huang, M., Yue, X., & Xu, Q. (2018). Numerical investigation of journal misalignment on the static and dynamic characteristics of aerostatic journal bearings. Measurement, 128, 314–324. https://doi.org/10.1016/j.measurement.2018.06.06310.1016/j.measurement.2018.06.063 ↗
48. Chen, S. K., Chou, H. C., & Kang, Y. (2012). Stability analysis of hydrodynamic bearing with herringbone grooved sleeve. Tribology International, 55, 15–28. https://doi.org/10.1016/j.triboint.2012.05.01510.1016/j.triboint.2012.05.015 ↗
49. Khamari, D. S., Kumar, J., & Behera, S. K. (2021). Numerical investigation of influence sensitivity of a gas foil bearing parameters on the dynamic coefficients. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 43(3), Article 167. https://doi.org/10.1007/s40430-021-02874-010.1007/s40430-021-02874-0 ↗
50. Kumar, J., Khamari, D. S., Behera, S. K., & Sahoo, R. (2021). A methodology for performance prediction: Aerodynamic analysis of axially loaded gas foil bearing. Sādhanā, 46(4), Article 193. https://doi.org/10.1007/s12046-021-01721-110.1007/s12046-021-01721-1 ↗
51. Sobol, I. M. (2001). Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates. Mathematics and Computers in Simulation, 55(1–3), 271–280. https://doi.org/10.1016/S0378-4754(00)00270-610.1016/S0378-4754(00)00270-6 ↗
52. Özbay, E., Özbay, F. A., & Gharehchopogh, F. S. (2024). Visualization and classification of mushroom species with multi-feature fusion of metaheuristics-based convolutional neural network model. Applied Soft Computing, 164, Article 111936. https://doi.org/10.1016/j.asoc.2024.11193610.1016/j.asoc.2024.111936 ↗
53. Gharehchopogh, F. S., Ebrahimi, L., Maleki, I., & Gourabi, S. J. (2014). A novel PSO based approach with hybrid of fuzzy C-means and learning automata in software cost Estimation. Indian Journal of Science and Technology, 7(6), 795. https://doi.org/10.17485/ijst/2014/v7i6.510.17485/ijst/2014/v7i6.5 ↗
54. Priyadarshini, S., & Behera, S. K. (2025). Bio-inspired herringbone grooved surface topographies and their effect on gas foil journal bearing performance. Surface Topography: Metrology and Properties, 13(1), Article 015027. https://doi.org/10.1088/2051-672X/adb49910.1088/2051-672X/adb499 ↗
55. Mishra, H. P., & Behera, S. K. (2025). Numerical study and optimization of hydrodynamic herringbone micro-grooved journal bearing. Proceedings of the asme turbo expo 2025: turbomachinery technical conference and exposition, 88841. V008T22A021 (11 pages), ASME. https://doi.org/10.1115/GT2025-15301210.1115/GT2025-153012 ↗
56. Jang, J. S. (1993). Adaptive-network-based fuzzy inference system. IEEE Transactions on Systems Man and Cybernetics, 23(3), 665–685. https://doi.org/10.1109/21.25654110.1109/21.256541 ↗
57. MathWorks neuro-adaptive learning and ANFIS. Retrieved 08/01/224 from https://in.mathworks.com/help/fuzzy/neuro-adaptive-learning-and-anfis.html
58. Li, X., Guo, Z., Huang, Q., & Yuan, C. (2023). Insight into the lubrication performance of biomimetic porous structure material for water-lubricated bearings. Journal of Bionic Engineering, 20(5), 1905–1916. https://doi.org/10.1007/s42235-023-00375-510.1007/s42235-023-00375-5 ↗
59. Hossain, K. R., Zheng, Y., Yao, X., Hu, H., Ji, Z., & Wang, X. (2024). Biomimetic surface texturing with tunable stimulus-responsive friction anisotropy. Journal of Bionic Engineering, 21(6), 2942–2954. https://doi.org/10.1007/s42235-024-00595-310.1007/s42235-024-00595-3 ↗
60. dos Jaramillo, A. L. F., Buscaglia, A. P. G. C., & Nicoletti, R. (2023). Improving the load capacity of journal bearings with chevron textures on the shaft surface. Tribology International, 185, 108561. https://doi.org/10.1016/j.triboint.2023.10856110.1016/j.triboint.2023.108561 ↗
61. Filgueira Filho, I. C. M., Bottene, A. C., Silva, E. J., & Nicoletti, R. (2021). Static behavior of plain journal bearings with textured journal-experimental analysis. Tribology International, 159, Article 106970. https://doi.org/10.1016/j.triboint.2021.10697010.1016/j.triboint.2021.106970 ↗
62. Huang, X., Lin, S., & Liang, J. (2023). Modelling approach of hybrid air herringbone grooved journal bearing considering the angular misalignment and centrifugal expansion. Tribology International, 189, Article 108928. https://doi.org/10.1016/j.triboint.2023.10892810.1016/j.triboint.2023.108928 ↗
63. Lin, L., Qiao, Y., Li, H., & Zhou, C. (2023). Comparative study on static and dynamic characteristics of pumping-out and pumping-in herringbone grooved journal bearings. Advances in Mechanical Engineering. https://doi.org/10.1177/1687813223117575310.1177/16878132231175753 ↗
64. Schlums, H., Hühne, C., & Sinapius, M. (2022). Design of a herringbone-grooved bearing for application in an electrically driven air compressor. Machines, 10(8), Article 662. https://doi.org/10.3390/machines1008066210.3390/machines10080662 ↗
65. Liu, X., & Chen, W. (2022). Structural design and optimization of herringbone grooved journal bearings considering turbulent. Applied Sciences, 12(1), Article 485. https://doi.org/10.3390/app1201048510.3390/app12010485 ↗