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An iterative MFS algorithm for the Cauchy problem associated with the Laplace equation

机译:与Laplace方程有关的Cauchy问题的迭代MFS算法

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摘要

We investigate the numerical implementation of the alternating iterative algorithm originally proposed by Kozlov, Maz'ya and Fomin (1991) in the case of the Cauchy problem for the two-dimensional Laplace equation using a meshless method. The two mixed, well-posed and direct problems corresponding to every iteration of the numerical procedure are solved using the method of fundamental solutions (MFS), in conjunction with the Tikhonov regularization method. For each direct problem considered, the optimal value of the regularization parameter is chosen according to the generalized cross-validation (GCV) criterion. An efficient regularizing stopping criterion which ceases the iterative procedure at the point where the accumulation of noise becomes dominant and the errors in predicting the exact solutions increase, is also presented. The iterative MFS algorithm is tested for Cauchy problems associated with the Laplace operator in various two-dimensional geometries to confirm the numerical convergence, stability and accuracy of the method.
机译:我们研究了二维无网格方法在二维Laplace方程的柯西问题的情况下,最初由Kozlov,Maz'ya和Fomin(1991)提出的交替迭代算法的数值实现。使用基本解法(MFS)结合Tikhonov正则化方法,可以解决与数值过程的每次迭代相对应的两个混合的,位置适当的直接问题。对于所考虑的每个直接问题,根据广义交叉验证(GCV)准则选择正则化参数的最佳值。还提出了一种有效的正则化停止准则,该准则在噪声的积累变得占优势并且预测精确解的误差增加时停止迭代过程。针对各种二维几何中与Laplace算子相关的柯西问题,对迭代MFS算法进行了测试,以确认该方法的数值收敛性,稳定性和准确性。

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