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Inverse Problem Solution and Regularization Parameter Selection for Current Distribution Reconstruction in Switching Arcs by Inverting Magnetic Fields

机译:反相磁场反应电流分布重建的逆问题解决方案和正则化参数选择

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Current density distribution in electric arcs inside low voltage circuit breakers is a crucial parameter for us to understand the complex physical behavior during the arcing process. In this paper, we investigate the inverse problem of reconstructing the current density distribution in arcs by inverting the magnetic fields. A simplified 2D arc chamber is considered. The aim of this paper is the computational side of the regularization method, regularization parameter selection strategies, and the estimation of systematic error. To address the ill-posedness of the inverse problem, Tikhonov regularization is analyzed, with the regularization parameter chosen by Morozov’s discrepancy principle, the L-curve, the generalized cross-validation, and the quasi-optimality criteria. The provided range of regularization parameter selection strategies is much wider than in the previous works. Effects of several features on the performance of these criteria have been investigated, including the signal-to-noise ratio, dimension of measurement space, and the measurement distance. The numerical simulations show that the generalized cross-validation and quasi-optimality criteria provide a more satisfactory performance on the robustness and accuracy. Moreover, an optimal measurement distance can be expected when using a planner sensor array to perform magnetic measurements.
机译:低压断路器内电弧的电流密度分布是我们在电弧过程中了解复杂物理行为的关键参数。在本文中,我们研究了通过反转磁场来重建电弧中电流密度分布的逆问题。考虑简化的2D电弧室。本文的目的是正则化方法,正则化参数选择策略和系统误差估计的计算侧。为了解决逆问题的不良态度,分析了Tikhonov正规化,与Morozov’ s差异原理,l曲线,广义交叉验证和准合适标准选择的正则化参数。提供的正则化参数选择策略范围远宽于上一个工作中。研究了若干特征对这些标准性能的影响,包括信噪比,测量空间的尺寸和测量距离。数值模拟表明,广义交叉验证和准合适标准在鲁棒性和准确性上提供了更令人满意的性能。此外,当使用规划器传感器阵列执行磁测量时,可以预期最佳测量距离。

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