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The Use of Uniform Design and Nelder-Mead Simplex Methods to Optimization of Suspension Parameters of a High Speed Railway Vehicle System

机译:使用均匀设计和NELDER-MEAD SIMPLEX方法来优化高速铁路车辆系统的悬架参数

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This paper has proposed an optimization process with two phases to optimize suspension parameters of a high speed railway vehicle for advancing system's robustness and performance. The vehicle's nonlinear coupled differential equations of motion with fourteen degrees of freedom are created based on Kalker's linear theory and the heuristic nonlinear creep model. The performance measure of the vehicle system is critical hunting speed, which is determined by Lyapunov's indirect method. The first phase of optimization is to execute a set of experiments which is planned based on uniform design method. The second phase of optimization is to apply the Nelder-Mead Simplex method to exploit the best solution obtained in the first phase. Finally, the presented optimization process can effectively not only advance the performance of the vehicle system but also increase the performance's robustness.
机译:本文提出了一种优化过程,具有两个阶段,以优化高速铁路车辆的悬架参数,以推进系统的鲁棒性和性能。基于Kalker的线性理论和启发式非线性蠕变模型,创建了具有十四自由度的车辆的非线性耦合微分方程。车辆系统的性能测量是临界狩猎速度,由Lyapunov的间接方法决定。优化的第一阶段是基于均匀设计方法执行一组实验。优化的第二阶段是应用Nelder-Mead Simplex方法以利用在第一阶段中获得的最佳解决方案。最后,所呈现的优化过程可以有效地不仅推动了车辆系统的性能,而且提高了性能的鲁棒性。

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