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A Design Space Exploration Framework for Automotive Sound Packages in the Mid-Frequency Range

机译:中频范围内的汽车声音包装设计空间探索框架

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The continuous pursuit for lighter, more affordable and more silent cars, has pushed OEMs into optimizing the design of car components. The different panels surrounding the car interior cavity such as firewall, door or floor panels are of key importance to the NV performance. The design of the sound packages for high-frequency airborne input is well established. However, the design for the mid-frequency range is more difficult, because of the complex inputs involved, the lack of representative performance metrics and its high computational cost. In order to make early decisions for package design, performance maps based on the different design parameters are desired for mid-frequencies. This paper presents a framework to retrieve the response surface, from a numerical design space of finite-element frequency sweeps. This response surface describes the performance of a sound package against the different design variables. In order to build it, a surrogate model is used based on a Kriging method, which is iteratively enriched with new simulation points to increase the accuracy of the fitted model. Each new point consists of a finite element simulation in mid-frequencies, typically with porous layers based on the Biot formulation. In order to gain computation time, it is run using a reduced order model based on a Krylov projection matrix-free algorithm: from a limited set of frequency lines, each metric is approximated by a reduced model using rational functions. Through an iterative enrichment, new frequency lines are added until sufficient accuracy is achieved on all the metrics. This paper applies the framework on a typical automotive package case under a structureborne excitation. Both material and geometrical parameters are considered to build a parametric response surface of the performance in the mid-frequency range. The application of this methodology helps to balance the mass, the cost and the performance of the silencers.
机译:较轻,更实惠,更静默的汽车持续追求,推动了OEM优化了汽车组件的设计。围绕汽车内部腔的不同面板,如防火墙,门或地板,对NV性能具有重要性。高频空气传播输入的声音封装的设计得到了很好的成熟。然而,由于所涉及的复杂输入,缺乏代表性的性能度量和高计算成本,因此中频范围的设计更加困难。为了为包装设计做出早期决策,期望基于不同设计参数的性能图对于中频。本文介绍了一个框架,可以从有限元频率扫描的数值设计空间中检索响应面。该响应表面描述了对不同设计变量的声音包的性能。为了构建它,基于Kriging方法使用代理模型,其迭代地富集新的仿真点以提高拟合模型的准确性。每个新点包括中频的有限元模拟,通常是基于Biot配方的多孔层。为了获得计算时间,使用基于Krylov投影矩阵算法的减少的订单模型来运行:从一组有限的频线,每个度量通过使用Rational函数的缩小模型近似。通过迭代丰富,添加了新的频线,直到所有度量都能实现足够的精度。本文在典型的汽车包装案件下应用了在结构中的激励下的框架。既认为材料和几何参数都被认为是在中频范围内构建性能的参数响应表面。该方法的应用有助于平衡群众,成本和消声器的性能。

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