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On numerical aspects of parameter identification for the Landau-Lifshitz-Gilbert equation in Magnetic Particle Imaging
arXiv - CS - Numerical Analysis Pub Date : 2021-06-08 , DOI: arxiv-2106.07625 Tram Thi Ngoc Nguyen, Anne Wald
arXiv - CS - Numerical Analysis Pub Date : 2021-06-08 , DOI: arxiv-2106.07625 Tram Thi Ngoc Nguyen, Anne Wald
The Landau-Lifshitz-Gilbert equation yields a mathematical model to describe
the evolution of the magnetization of a magnetic material, particularly in
response to an external applied magnetic field. It allows one to take into
account various physical effects, such as the exchange within the magnetic
material itself. In particular, the Landau-Lifshitz-Gilbert equation encodes
relaxation effects, i.e., it describes the time-delayed alignment of the
magnetization field with an external magnetic field. These relaxation effects
are an important aspect in magnetic particle imaging, particularly in the
calibration process. In this article, we address the data-driven modeling of
the system function in magnetic particle imaging, where the
Landau-Lifshitz-Gilbert equation serves as the basic tool to include relaxation
effects in the model. We formulate the respective parameter identification
problem both in the all-at-once and the reduced setting, present reconstruction
algorithms that yield a regularized solution and discuss numerical experiments.
Apart from that, we propose a practical numerical solver to the nonlinear
Landau-Lifshitz-Gilbert equation, not via the classical finite element method,
but through solving only linear PDEs in an inverse problem framework.
中文翻译:
磁粒子成像中Landau-Lifshitz-Gilbert方程参数识别的数值方面
Landau-Lifshitz-Gilbert 方程产生了一个数学模型来描述磁性材料的磁化强度的演变,特别是对外部施加的磁场的响应。它允许人们考虑各种物理效应,例如磁性材料本身内部的交换。特别是,Landau-Lifshitz-Gilbert 方程对弛豫效应进行编码,即它描述了磁化场与外部磁场的时间延迟对齐。这些弛豫效应是磁性粒子成像的一个重要方面,尤其是在校准过程中。在本文中,我们讨论了磁粒子成像中系统函数的数据驱动建模,其中 Landau-Lifshitz-Gilbert 方程用作在模型中包含弛豫效应的基本工具。我们在一次性和简化设置中制定了各自的参数识别问题,提出了产生正则化解决方案的重建算法并讨论了数值实验。除此之外,我们提出了一种实用的非线性 Landau-Lifshitz-Gilbert 方程数值求解器,不是通过经典的有限元方法,而是通过在逆问题框架中仅求解线性偏微分方程。
更新日期:2021-06-15
中文翻译:
磁粒子成像中Landau-Lifshitz-Gilbert方程参数识别的数值方面
Landau-Lifshitz-Gilbert 方程产生了一个数学模型来描述磁性材料的磁化强度的演变,特别是对外部施加的磁场的响应。它允许人们考虑各种物理效应,例如磁性材料本身内部的交换。特别是,Landau-Lifshitz-Gilbert 方程对弛豫效应进行编码,即它描述了磁化场与外部磁场的时间延迟对齐。这些弛豫效应是磁性粒子成像的一个重要方面,尤其是在校准过程中。在本文中,我们讨论了磁粒子成像中系统函数的数据驱动建模,其中 Landau-Lifshitz-Gilbert 方程用作在模型中包含弛豫效应的基本工具。我们在一次性和简化设置中制定了各自的参数识别问题,提出了产生正则化解决方案的重建算法并讨论了数值实验。除此之外,我们提出了一种实用的非线性 Landau-Lifshitz-Gilbert 方程数值求解器,不是通过经典的有限元方法,而是通过在逆问题框架中仅求解线性偏微分方程。