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基于MSNSGA-III考虑多维失效模式的铁路货车锁栓结构布局优化研究与工程应用

Research and engineering application of layout optimization for lockbolt structures in railway wagons considering multidimensional failure modes based on MSNSGA-III.

作者信息

Zhang Dailin, Li Xiaofeng, Zhang Qiang, Han Xinli, Wang Shuai, Ma Qiaoyan

机构信息

College of Locomotive and Rolling Stock Engineering, Dalian Jiaotong University, Liaoning, 116028, Dalian, China.

College of China Railway Rolling Stock, Dalian Jiaotong University, No. 794 Huanghe Road, Shahekou District, Liaoning, 116028, Dalian, China.

出版信息

Sci Rep. 2024 Aug 22;14(1):19557. doi: 10.1038/s41598-024-70424-4.

Abstract

The lockbolt structure is essential in railway wagons, and a scientific lockbolt layout can ensure uniform load distribution, thereby preventing failure. However, current engineering lacks layout optimization methods that address multidimensional failure modes. This paper presents a new lockbolt structure layout optimization method based on submodel, parametric models, and a multi-strategy integrated NSGA-III (MSNSGA-III), adhering to the DVS EFB 3435-2 standard. This method simultaneously optimizes the number and spacing of lockbolts to prevent tensile, bearing, shear, and other static failure modes under specified load conditions. The proposed method was applied during the design phase of a container flatcar. Optimization results indicate that, compared to NSGA-III, this method achieves the best IGD and HV values across multiple complex test functions, demonstrating superior performance in solving complex Pareto front optimization problems. Additionally, the optimized lockbolt structure's safety margins increased by a maximum of 59.81%, passing the full vehicle strength test and significantly enhancing resistance to multidimensional failure modes. These results highlight the method's significant practical application value in addressing the optimization of railway wagon lockbolt structures under complex multidimensional failure modes.

摘要

锁栓结构在铁路货车中至关重要,科学的锁栓布局可确保载荷均匀分布,从而防止故障发生。然而,当前工程缺乏针对多维失效模式的布局优化方法。本文提出了一种基于子模型、参数化模型和多策略集成NSGA-III(MSNSGA-III)的新型锁栓结构布局优化方法,该方法遵循DVS EFB 3435-2标准。此方法同时优化锁栓的数量和间距,以防止在规定载荷条件下出现拉伸、承压、剪切等静态失效模式。所提出的方法应用于集装箱平车的设计阶段。优化结果表明,与NSGA-III相比,该方法在多个复杂测试函数中均取得了最佳的IGD和HV值,在解决复杂的帕累托前沿优化问题方面表现出卓越性能。此外,优化后的锁栓结构安全裕度最多提高了59.81%,通过了整车强度测试,并显著增强了对多维失效模式的抵抗力。这些结果凸显了该方法在解决复杂多维失效模式下铁路货车锁栓结构优化问题方面的重大实际应用价值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/82a8/11341914/76a248376333/41598_2024_70424_Fig1_HTML.jpg

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