Multi-Objective Optimization of Rail Pre-Grinding Profile in Straight Line for High Speed Railway

被引:10
|
作者
Zeng W. [1 ,2 ]
Qiu W. [2 ,3 ]
Ren T. [1 ]
Sun W. [1 ]
Yang Y. [2 ]
机构
[1] College of Mechanical Engineering, Xi’an Shiyou University, Xi’an
[2] School of Traffic and Transportation Engineering, Central South University, Changsha
[3] Guangzhou Large Scale Track Maintenance Machine Running and Maintenance Division, China Railway Guangzhou Group Co., Ltd., Guangzhou
关键词
A; Kriging model; lateral displacement quantity; non-dominated sorting genetic algorithm II (NSGA-II); profile optimization; rail grinding; U; 213.2;
D O I
10.1007/s12204-018-1974-1
中图分类号
学科分类号
摘要
In order to modify the rail pre-grinding profile smoothly, non-uniform rational B-spline (NURBS) curve with weight factors is used to establish a parameterized model of the profile. A wheel-rail contact stochastic finite element model (FEM) is constructed by the Latin hypercube sampling method and 3D elasto-plastic FEM, in which the wheelset’s lateral displacement quantity is regarded as a random variable. The maximum values of nodal accumulated contact stress (NACS) and nodal mean contact stress (NMCS) in different pre-grinding profiles with differential weight factors are calculated and taken as the training samples to establish two Kriging models. A multi-objective optimization model of pre-grinding profile is established, in which the objective functions are the NACS and NMCS Kriging models. The optimum weight factors are sought using a non-dominated sorting genetic algorithm II (NSGA-II), and the corresponding optimum pre-grinding profile is obtained. The contact stress calculation before and after optimization indicates that the maximum values of NACS and NMCS decline significantly. © 2018, Shanghai Jiaotong University and Springer-Verlag GmbH Germany, part of Springer Nature.
引用
收藏
页码:527 / 537
页数:10
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