Mathematical Formulation of the Objective Function for Improving the Protection Efficiency of Load-Bearing Elements of Freight Cars Using Anti-Vibration Coatings

Authors

DOI:

https://doi.org/10.15802/stp2025/342002

Keywords:

railway transport, transportation technologies, freight cars, maintenance, operation, automation, computer modeling, reliability, protective coatings

Abstract

Purpose. To develop a mathematical model of an objective function that enhances the efficiency of protecting load-bearing elements of freight cars by optimally selecting anti-vibration coatings, taking into account operational conditions, cargo type, structural materials, and the intensity of dynamic loads. Methodology. The study employs methods of mathematical modeling, functional optimization, and numerical analysis. The efficiency criterion is defined as an integral function minimizing the transmission of vibrations from the bogie to the load-bearing structures of the car body. A model was constructed that accounts for the mechanical properties of coatings, their thickness, adhesion to the surface, and application cost. The influence of environmental parameters and cyclic loading was also analyzed. Findings. A generalized mathematical equation of the efficiency objective function was developed, which can be adapted to various types of railcars and operating conditions. Model validation was carried out using the center sill of an open-top freight car with different types of polymer coatings. Optimal coating layer configurations were obtained, providing up to a 35% reduction in vibrational deformations compared to traditional protection schemes. Originality. For the first time, an objective function based on multiparametric optimization has been proposed, considering both mechanical and operational-economic impact factors. The model allows flexible adjustment to specific technical requirements. Practical value. The developed mathematical model of the objective function enables engineers and designers to make informed decisions when selecting anti-vibration coatings for the load-bearing elements of freight railcars. By accounting for a comprehensive set of factors – including cargo type, operating conditions, structural materials, and the intensity of dynamic loads – the model ensures a customized approach to each specific design task. The proposed approach can be implemented in the design and modernization processes of freight cars, contributing to increased service life, reduced maintenance costs, and improved cargo transportation safety. The model enables automation of the coating selection process within computer-aided engineering decision support systems.

References

Chen, G., Wu, J., Wang, Z., Zhu, H., Zhu, S., & Zhang, Q. (2025). Armored polymer-fluid gels with integrated damping and impact protection across broad temperatures. Science Advances, 11(15), eadv5292. DOI: https://doi.org/10.1126/sciadv.adv5292 (in English)

Fomin, O., Gerlici, J., Lovska, A., Kravchenko, K., Prokopenko, P., Fomina, A., & Hauser, V. (2019). Durability Determination of the Bearing Structure of an Open Freight Wagon Body Made of Round Pipes during its Transportation on the Railway Ferry. Communications-Scientific letters of the University of Zilina, 21(1), 28–34. Retrieved from https://dspace.snu.edu.ua/handle/123456789/636 (in English)

Fomin, O., Lovska, A., Kulbovskyi, I., Holub, H., Kozarchuk, I., & Kharuta, V. (2019). Determining the dynamic loading on a semi-wagon when fixing it with a viscous coupling to a ferry deck. Eastern-European Journal of Enterprise Technologies, 2(7 (98)), 6–12. DOI: https://doi.org/10.15587/1729-4061.2019.160456 (in English)

Fomin, O., Sulym, A., Kulbovskyi, I., Khozia, P., & Ishchenko, V. (2018). Determining rational parameters of the capacitive energy storage system for the underground railway rolling stock. Eastern-European Journal of Enterprise Technologies, 2(1 (92)), 63–71. DOI: https://doi.org/10.15587/1729-4061.2018.126080 (in English)

Gomes, V. M. G., Lesiuk, G., Correia, J. A. F. O., & de Jesus, A. M. P. (2024). Fatigue Crack Propagation of 51CrV4 Steels for Leaf Spring Suspensions of Railway Freight Wagons. Materials, 17(8), 1831. DOI: https://doi.org/10.3390/ma17081831 (in English)

Gong, W., Akbar, M. F., Jawad, G. N., Mohamed, M. F. P., & Wahab, M. N. A. (2022). Nondestructive Testing Technologies for Rail Inspection: A Review. Coatings, 12(11), 1790. DOI: https://doi.org/10.3390/coatings12111790 (in English)

Gubenko, S. I., Ivanov, I. A., & Kononov, D. P. (2021). Features of Corrosive Destruction in Different Elements of Railway Wheels. Steel in Translation, 51(6), 400–415. DOI: https://doi.org/10.3103/s0967091221060036 (in English)

Jin, G., Chen, G., Zhao, Z., Zhao, Z., Liu, L., & Qian, J. (2023). Preparation of a superior damping coating and study on vibration damping properties. SN Applied Sciences, 5, 220. DOI: https://doi.org/10.1007/s42452-023-05451-3 (in English)

Lazorenko, G., Kasprzhitskii, A., & Nazdracheva, T. (2021). Anti-corrosion coatings for protection of steel rail-way structures exposed to atmospheric environments: A review. Construction and Building Materials, 288, 123115. DOI: https://doi.org/10.1016/j.conbuildmat.2021.123115 (in English)

Rajendran, V., Prathuru, A., Fernandez, C., & Faisal, N. H. (2023). Corrosion monitoring at the interface using sensors and advanced sensing materials: methods, challenges and opportunities. Corrosion Engineering, Science and Technology, 58(3), 281–321. DOI: https://doi.org/10.1080/1478422x.2023.2180195 (in English)

Sanyal, S., Park, S., Chelliah, R., Yeon, S.-J., Barathikannan, K., Vijayalakshmi, S., Jeong, Y.-J., Rubab, M., & Oh, D. H. (2024). Emerging Trends in Smart Self-Healing Coatings: A Focus on Micro/Nanocontainer Technologies for Enhanced Corrosion Protection. Coatings, 14(3), 324. DOI: https://doi.org/10.3390/coatings14030324 (in English)

Seo, J.-W., Hur, H.-M., & Kwon, S.-J. (2022). Effect of Mechanical Properties of Rail and Wheel on Wear and Rolling Contact Fatigue. Metals, 12(4), 630. DOI: https://doi.org/10.3390/met12040630 (in English)

Sulym, A. O., Fomin, O. V., Khozia, P. O., & Mastepan, A. G. (2018). Theoretical and practical determination of parameters of on-board capacitive energy storage of the rolling stock. Naukovyi Visnyk Natsionalnoho Hirnychoho Universytetu, 5, 79–87. DOI: https://doi.org/10.29202/nvngu/2018-5/8 (in English)

Tang, S., Xu, H., Ao, N., Liu, Y., Zhang, J., Guo, H., Kan, Q., Kang, G., & Wu, S. (2024). Experimental investiga-tion on corrosion fatigue crack initiation and growth of heat-treated U75V rail steel. International Journal of Fatigue, 178, 107973. DOI: https://doi.org/10.1016/j.ijfatigue.2023.107973 (in English)

Witek, L., & Łabuński, P. (2024). Experimental Investigation of Damping Properties of Selected Polymer Mate-rials. Materials, 17(12), 3021. DOI: https://doi.org/10.3390/ma17123021 (in English)

Yimyai, T., Crespy, D., & Rohwerder, M. (2023). Corrosion‐Responsive Self‐Healing Coatings. Advanced Mate-rials, 35(47). 2300101. DOI: https://doi.org/10.1002/adma.202300101 (in English)

Yuan, Y., Liu, X., Pu, G., Wang, T., & Guo, Q. (2021). Corrosion features and time-dependent corrosion model of Galfan coating of high strength steel wires. Construction and Building Materials, 313, 125534. DOI: https://doi.org/10.1016/j.conbuildmat.2021.125534 (in English)

Zhang, Z., Sun, X., Huang, S., Han, X., Zhu, P., Shi, C., & Zhang, T. (2021). Microstructure, Mechanical Properties and Corrosion Behavior of the Aluminum Alloy Components Repaired by Cold Spray with Al-Based Powders. Metals, 11(10), 1633. DOI: https://doi.org/10.3390/met11101633 (in English)

Published

2025-09-26

How to Cite

Fomin, O. V., & Kozynka, O. S. (2025). Mathematical Formulation of the Objective Function for Improving the Protection Efficiency of Load-Bearing Elements of Freight Cars Using Anti-Vibration Coatings. Science and Transport Progress, (3(111), 174–189. https://doi.org/10.15802/stp2025/342002

Issue

Section

ROLLING STOCK AND TRAIN TRACTION