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Parallel hierarchical solvers and preconditioners for boundary element methods

机译:边界元素方法的并行层次求解器和预处理器

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The method of moments is an important tool for solving boundary integral equations arising in a variety of applications. It transforms the physical problem into a dense linear system. Due to the large number of variables and the associated computational requirements, these systems are solved iteratively using methods such as GMRES, CG and its variants. The core operation of thes itertive solvers is the application of the system matrix to a vector. This requres O(n2) operations and memory using accurate dense methods. The computational complexity can be reduced to O(n log n) and the memory requirement to O(n) using hierarchical approximation techniques. The algorithmic speedup from approximation can be combined with parallelism to yield very fast dense solvers. In this paper, we present efficient parallel formulations of dense iterative solvers based on hierarchical approximations for solving the integral form of Laplace equation. We study the impact of various parameters on the accuracy and performance of the parallel solver. We present two preconditioning techniques for accelerating the convergence of the iterative solver. Thes techniques are based on an inner-outer scheme and a block diagonal scheme based on a truncated Green's function. We present detailed experimental results on up to 256 processors of a Cray T3D.

机译:矩法是求解各种应用中产生的边界积分方程的重要工具。它将物理问题转换为密集的线性系统。由于存在大量变量和相关的计算要求,因此使用GMRES,CG及其变体等方法来迭代求解这些系统。迭代求解器的核心操作是将系统矩阵应用于向量。这需要使用精确的密集方法进行O(n2)操作和内存。使用层次近似技术可以将计算复杂度降低到O(n log n),将存储需求降低到O(n)。近似算法的加速可以与并行性结合使用,以产生非常快速的密集解算器。在本文中,我们提出了基于层次近似的密集迭代求解器的高效并行公式,用于求解Laplace方程的积分形式。我们研究了各种参数对并行求解器的准确性和性能的影响。我们提出了两种用于加速迭代求解器收敛的预处理技术。这些技术基于内-外方案和基于对角格林函数的块对角线方案。我们提供了多达256个Cray T3D处理器的详细实验结果。

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