MULTI-OBJECTIVE OPTIMIZATION OF HIGH-SPEED TRAIN INTEGRATED GROUNDING SYSTEMS USING NSGA-II | IJEEE Volume 8Â -Issue 6 | IJEEE-V8I6P3
International Journal of Electrical Engineering and Ethics
ISSN: 2456-9771 | PeerâReviewed Open Access Journal
Volume 8, Issue 6
|
Published:
Author
CHAMUPANGWA SIINGWA, SONG XIAO, ERNESTE NIBISHAKA, YONGDONG HE, HUI LI.
Abstract
This study develops a multi-objective optimization framework for high-speed train integrated grounding systems, addressing the conflicting goals of minimizing train body (TB) current and transient overvoltage. Using a validated catenaryâtrainârail coupling model and the Non-dominated Sorting Genetic Algorithm II (NSGA-II), the study identifies Pareto-optimal grounding configurations that reduce TB current and overvoltage by up to 70% and 39%, respectively. The proposed framework eliminates manual tuning limitations and provides a systematic design tool for safer and more efficient grounding systems.
Keywords
High-speed train, integrated grounding system, train body overvoltage, multi-objective optimization, NSGA-II.Conclusion
This paper has developed a high-fidelity ârail-trainâ coupling model, which was rigorously validated against experimental data, demonstrating its accuracy in simulating both TB current under dynamic conditions and high-frequency overvoltage during transient events like pantograph raising and VCB switching. This model then served as the foundation for the optimization process.
The paper ended with addressing the critical design challenge of balancing train body (TB) current and transient overvoltage in the integrated grounding system of high-speed trains. Moving beyond conventional single-objective or weighted-sum optimization approaches. The problem was formulated and solved using a robust multi-objective framework centered on Non-dominated Sorting Genetic Algorithm II.
References
[1]L. Wei, L. Lingyun, M. Qingan, L. Xuefei and A. Ahmed Bhatti, âVehicle-Ground United Traction Power Supply Calculation in Dual-System Train Grounding System,â J. Southwest Jiaotong Univ., vol. 59, no. 3, pp. 501-509, 2024, doi: 10.3969/j.issn.0258-2724.20220655.
[2]G. Wu, G. Gao, and J. K. Sykulski, â3-D modelling of an integrated grounding system for high-speed trains considering railâtrain current reflux,â in Proc. Int. Conf. on Railway Electrical Systems, 2021. [Online]. Available: ResearchGate.
[3]A. A. Bhatti, B. He, and X. Wang, âAnalysis of rail potential and stray current with a unified traction power system model,â Railway Engineering Science, Springer, 2024. [Online]. Available: SpringerLink.
[4]S. Yang, âDiscrete modeling and calculation of traction return-current network concerning impedance equivalent,â Journal of Electrical and Mechanical Engineering, 2023. [Online]. Available: SAGE Journals.
[5]E. Nibishaka, S. Xiao, T. Zhu, Y. Cao, T. Li, and G. Wu, âAnalysis of Electrochemical Corrosion in Traction Motorâs Bearings Considering Overvoltage and Stray Current in High-Speed Trains,â Journal of Information Systems Engineering and Management, vol. 10, no. 34s, Apr. 12 2025. DOI: 10.52783/jisem.v10i34s.5825.
[6]D. Jiang, H. Zou, Y. Guo, F. Tian, H. Liu, and Y. Yin, âSimulation on operating overvoltage of dropping pantograph based on pantographâcatenary arc and variable capacitance model,â Applied Sciences, vol. 14, no. 16, art. 6861, 2024. DOI: 10.3390/app14166861. [Online]. Available: MDPI.
[7]Y. Guo et al., âResearch on ultra-fast transient overvoltage characteristics of electric locomotive,â Applied Sciences, 2024. [Online]. Available: MDPI.
[8]K. VraneĆĄiÄ, âMeasures and prescriptions to reduce stray current in the design of new track corridors,â Energies, 2023.
[9]U. Kornkanok, S. Deeon, and S. Wongcharoen, âApplications of safety transient voltage suppressors in the track circuits of railway signaling systems,â EUREKA: Physics and Engineering, no. 1, pp. 47â58, 2024. doi: 10.21303/2461-4262.2024.003074. [Online]. Available: https://doi.org/10.21303/2461-4262.2024.003074.
[10]K. Ziba and S. Xiao, âImpact analysis of high-speed train grounding modes on the magnetic distribution of train bodies,â presented at/available online, Jun. 19, 2024.
[11]S. Xiao, M. Tong, Y. Li, Z. Ye, D. Zhai, Y. Jin, H. Hou, Y. Shen, J. Zhou, J. Liu, J. Wu and Y. Rao, âThe performance analysis of the âtrain-railâ grounding system for high-speed trains considering circumflux and train body voltage,â IEEE Transactions on Vehicular Technology, vol. 70, no. 10, pp. 9957-9971, Oct. 2021. doi: 10.1109/TVT.2021.3109916.
[12]Z. Zhang, âPareto multi-objective optimization of metro train energy using improved NSGA-II,â Computers & Electrical Engineering, 2023. [Online]. Available: ScienceDirect.
[13]IEC/TS 60479-2:2019, Effects of current on human beings and livestock â Part 2: Special aspects. International Electrotechnical Commission, 2019. [Online]. Available: webstore.iec.ch.
[14]EN 50122-1:2022, Railway applications â Fixed installations â Electrical safety, earthing and the return circuit â Part 1: Protective provisions against electric shock. CENELEC, 2022. [Online]. Available: iTeh Standards
[15]S. Xing, K. Li, L. Zhang et al., âRobust optimization of energy-saving train trajectories under passenger load uncertainty based on p-NSGA-II,â IEEE Transactions on Transportation Electrification, 2023 / 2024. [Online]. Available: ScienceDirect