Multi-Objective Optimization of Rail Pre-Grinding Profile in Straight Line for High Speed Railway |
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Authors: | Wei Zeng Wensheng Qiu Tao Ren Wen Sun Yue Yang |
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Institution: | 1.College of Mechanical Engineering,Xi’an Shiyou University,Xi’an,China;2.School of Traffic and Transportation Engineering,Central South University,Changsha,China;3.Guangzhou Large Scale Track Maintenance Machine Running and Maintenance Division,China Railway Guangzhou Group Co., Ltd.,Guangzhou,China |
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Abstract: | 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. |
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