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An Adaptive Metamodel-Based Optimization Approach for Vehicle Suspension System Design

机译:基于自适应元模型的车辆悬架系统优化方法

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The performance index of a suspension system is a function of the maximum and minimum values over the parameter interval. Thus metamodel-based techniques can be used for designing suspension system hardpoints locations. In this study, an adaptive metamodel-based optimization approach is used to find the proper locations of the hardpoints, with the objectives considering the kinematic performance of the suspension. The adaptive optimization method helps to find the optimum locations of the hardpoints efficiently as it may be unachievable through manually adjusting. For each iteration in the process of adaptive optimization, prediction uncertainty is considered and the multiobjective optimization method is applied to optimize all the performance indexes simultaneously. It is shown that the proposed optimization method is effective while being applied in the kinematic performance optimization of a McPherson suspension system.
机译:悬架系统的性能指标是参数区间内最大值和最小值的函数。因此,基于元模型的技术可用于设计悬架系统硬点位置。在这项研究中,基于元模型的自适应优化方法用于找到硬点的正确位置,目标是考虑悬架的运动性能。自适应优化方法有助于有效地找到硬点的最佳位置,因为通过手动调整可能无法实现。对于自适应优化过程中的每次迭代,都要考虑预测不确定性,并采用多目标优化方法同时优化所有性能指标。结果表明,所提出的优化方法在应用于麦克弗森悬架系统的运动性能优化中是有效的。

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  • 来源
    《Mathematical Problems in Engineering》 |2014年第2期|965157.1-965157.9|共9页
  • 作者单位

    College of Mechanical and Vehicle Engineering, Hunan University, Changsha, Hunan 410082, China;

    School of Software, Tsinghua University, Beijing 100084, China;

    College of Mechanical and Vehicle Engineering, Hunan University, Changsha, Hunan 410082, China;

    Department of Engineering, Faculty of Engineering and Science, University of Agder, 4898 Grimstad, Norway;

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