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On the use of inverse problem methods in nuclear reactors design applications

机译:关于反问题方法在核反应堆设计中的应用

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Inverse problem methods deal with the evaluation of the causal factors that result on a set of measurements or observations. Inverse problems found in nuclear reactors involve non-linear and coupled physical phenomena, making the causation effects complicated to de assessed. Furthermore, the extent of the experimental data collected is limited and this data is subjected to experimental noise. In the following paper, a method for solving inverse problems in nuclear reactors with coupled physical phenomena is developed. In the proposed approach, the inverse problem is solved through the minimization of a performance junction. The minimization of this performance function is achieved with a preconditioned gradient descendent method. The generalized gradient of the performance function is obtained using the adjoint of the multiphysics equations of the system. Furthermore, for reducing the sensitivity to noise of the inverse problem, a preconditloner based in a Kalman Filter is developed. As an example, the methodology is applied for solving the inverse problem of finding the heat flux in the wall of a natural convection experiment.
机译:逆问题方法处理对因一组测量或观察而产生的因果因子的评估。核反应堆中发现的逆问题涉及非线性和耦合的物理现象,因此因果关系的影响难以确定。此外,所收集的实验数据的范围是有限的,并且该数据受到实验噪声的影响。在接下来的论文中,提出了一种解决具有耦合物理现象的核反应堆中逆问题的方法。在所提出的方法中,通过最小化性能结点来解决反问题。此性能函数的最小化是通过预处理的梯度后裔方法实现的。使用系统的多物理场方程的伴随关系可获得性能函数的广义梯度。此外,为了降低反问题对噪声的敏感性,开发了基于卡尔曼滤波器的前置调幅器。例如,该方法用于解决在自然对流实验中发现壁中的热通量的反问题。

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