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首页> 外文期刊>Proceedings of the Institution of Mechanical Engineers, Part D. Journal of Automobile Engineering >A new multi-objective optimization method for full-vehicle suspension systems
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A new multi-objective optimization method for full-vehicle suspension systems

机译:整车悬架系统的多目标优化新方法

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摘要

The conventional approach in vehicle suspension optimization based on the ride comfort and the handling performance requires decomposition of the multi-performance targets, followed by lengthy iteration processes. Suspension tuning is a time-consuming process, which often requires the benchmarking of competitors' vehicles to define the performance targets of the desired vehicle by experimental techniques. Optimum targets are difficult to derive from benchmark vehicles as each vehicle has its own unique vehicle set-up. A new method is proposed to simplify this process and to reduce significantly the development process. These design objectives are formulated into a multi-objective optimization problem together with the suspension packaging dimensions as the design constraints. This is in order to produce a Pareto front of an optimized vehicle at the early stages of design. These objectives are minimized using a multi-objective optimization workflow, which involves a sampling technique, and a regularity-model-based multi-objective estimation of the distribution algorithm to solve greater than 100-dimensional spaces of the design parameters by the software-in-the-loop optimization process. The methodology showed promising results in optimizing a full-vehicle suspension design based on the ride comfort and the handling performance, in comparison with the conventional approach.
机译:基于乘坐舒适性和操纵性能的车辆悬架优化的常规方法需要分解多功能目标,然后进行冗长的迭代过程。悬架调整是一个耗时的过程,通常需要对竞争对手的车辆进行基准测试,以通过实验技术确定所需车辆的性能目标。从基准车辆中很难得出最佳目标,因为每种车辆都有自己独特的车辆设置。提出了一种新方法来简化此过程并显着减少开发过程。将这些设计目标与悬浮包装尺寸一起作为设计约束,制定为一个多目标优化问题。这是为了在设计的早期阶段生产出经过优化的车辆的帕累托正面。使用涉及采样技术的多目标优化工作流以及基于正则模型的分布算法的多目标估计来最小化这些目标,以通过软件解决大于100维的设计参数空间循环优化过程。与常规方法相比,该方法在基于乘坐舒适性和操纵性能优化全车悬架设计方面显示出令人鼓舞的结果。

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