Methods and effective algorithms for solving multidimensional integral equations

A. B. Samokhin
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引用次数: 4

Abstract

Objectives. Integral equations have long been used in mathematical physics to demonstrate existence and uniqueness theorems for solving boundary value problems for differential equations. However, despite integral equations have a number of advantages in comparison with corresponding boundary value problems where boundary conditions are present in the kernels of equations, they are rarely used for obtaining numerical solutions of problems due to the presence of equations with dense matrices that arise that when discretizing integral equations, as opposed to sparse matrices in the case of differential equations. Recently, due to the development of computer technology and methods of computational mathematics, integral equations have been used for the numerical solution of specific problems. In the present work, two methods for numerical solution of two-dimensional and three-dimensional integral equations are proposed for describing several significant classes of problems in mathematical physics.Methods. The method of collocation on non-uniform and uniform grids is used to discretize integral equations. To obtain a numerical solution of the resulting systems of linear algebraic equations (SLAEs), iterative methods are used. In the case of a uniform grid, an efficient method for multiplying the SLAE matrix by vector is created.Results. Corresponding SLAEs describing the considered classes of problems are set up. Efficient solution algorithms using fast Fourier transforms are proposed for solving systems of equations obtained using a uniform grid.Conclusions. While SLAEs using a non-uniform grid can be used to describe complex domain configurations, there are significant constraints on the dimensionality of described systems. When using a uniform grid, the dimensionality of SLAEs can be several orders of magnitude higher; however, in this case, it may be difficult to describe the complex configuration of the domain. Selection of the particular method depends on the specific problem and available computational resources. Thus, SLAEs on a non-uniform grid may be preferable for many two-dimensional problems, while systems on a uniform grid may be preferable for three-dimensional problems.
求解多维积分方程的方法和有效算法
目标。在数学物理中,积分方程一直被用来证明微分方程边值问题的存在唯一性定理。然而,尽管积分方程与相应的边值问题相比具有许多优势,其中边界条件存在于方程的核中,但由于在离散积分方程时出现的密集矩阵方程的存在,与微分方程中的稀疏矩阵相反,它们很少用于获得问题的数值解。近年来,由于计算机技术和计算数学方法的发展,积分方程已被用于具体问题的数值求解。本文提出了二维和三维积分方程数值解的两种方法来描述数学物理中几类重要的问题。采用非均匀网格和均匀网格的配点法对积分方程进行离散化。为了得到所得到的线性代数方程组的数值解,采用了迭代法。在均匀网格的情况下,建立了一种有效的SLAE矩阵与矢量相乘的方法。建立了描述所考虑的问题类别的相应slae。提出了利用快速傅立叶变换求解均匀网格方程组的有效算法。虽然使用非统一网格的slae可用于描述复杂的域配置,但所描述系统的维数有很大的限制。当使用均匀网格时,slae的维度可以高出几个数量级;然而,在这种情况下,描述域的复杂配置可能会很困难。具体方法的选择取决于具体的问题和可用的计算资源。因此,非均匀网格上的slae可能更适合许多二维问题,而均匀网格上的系统可能更适合三维问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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