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Implementation of an Automatic Multi-fidelity Scheme for Industrial Applications in the Cassidian SimServer Environment

机译:Cassidian Simserver环境中工业应用自动多保真方案的实现

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A multi-fidelity simulation approach for the generation of aerodynamic data sets by computational fluid dynamics methods is discussed. Using Kriging-based surrogate modelling methods, data obtained a priori from a computationally less expensive low-fidelity model are combined with a fewer number of high-fidelity simulation data. An adaptive sampling method is used to iteratively select the high-fidelity data points in the parameter space and update the surrogate model. A description of the multi-fidelity simulation scheme is given and initial evaluations of the method for generating aerodynamic data on an aircraft configuration test case are discussed.
机译:讨论了通过计算流体动力学方法生成空气动力学数据集的多保真仿真方法。使用基于Kriging的代理建模方法,从计算不那么昂贵的低保真模型获得的数据获得了较少数量的高保真仿真数据。自适应采样方法用于迭代地选择参数空间中的高保真数据点并更新代理模型。给出了对多保真仿真方案的描述,并讨论了用于在飞机配置测试壳体上产生空气动力学数据的方法的初始评估。

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