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Efficient Decoupling of Multiphysics Systems for Uncertainty Propagation

机译:有效的多体系系统解耦,以实现不确定性传播

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Uncertainty propagation through coupled multiphysics systems is often intractable due to computational expense. In this work, we present a novel enabling methodology for the uncertainty analysis of expensive coupled systems. The approach consists of offline discipline level analyses followed by an online sythesis that results in accurate approximations of full coupled system level uncertainty analyses. Coupling is handled by an efficient procedure for approximating the map from system inputs to fixed point sets that makes use of state of the art C_1 -minimization techniques and cut high dimensional model representations. The methodology is demonstrated on an analytic numerical example and a fire detection satellite system where it is shown to perform well as compared to brute force Monte Carlo simulation.
机译:通过耦合的多体系系统的不确定性传播通常由于计算费用而难以解决。在这项工作中,我们为昂贵的耦合系统提供了一种新颖的能力方法,用于昂贵的耦合系统的不确定性分析。该方法包括离线纪律水平分析,然后是在线系统,导致完全耦合系统水平不确定性分析的准确近似。耦合通过有效的过程来处理,用于将地图从系统输入近似于利用现有技术C_1的固定点集合的固定点集 - 百分比化技术和切割高维模型表示。在分析数值示例和火灾检测卫星系统上证明了方法,其中显示与蛮力蒙特卡罗模拟相比的比较。

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