A GPU parallel randomized CUR compression method for the Method of Moments

被引:0
作者
Lopez-Menchon, Hector [1 ]
Heldring, Alexander [1 ]
Ubeda, Eduard [1 ]
Rius, Juan M. [1 ]
机构
[1] Univ Politecn Cataluna, Dept Signal Theory & Commun TSC, Commsenslab, Barcelona Tech UPC, Campus Nord UPC,Edifin D-3,Jordi Girona 1-3, Barcelona 08034, Spain
关键词
Electric field integral equation; Graphics processing unit; Low -rank approximation; Method of moments; H; -matrices; Randomized methods; ADAPTIVE CROSS-APPROXIMATION; ELECTROMAGNETIC SCATTERING; ALGORITHM; MATRICES;
D O I
10.1016/j.cpc.2023.108696
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this work, we propose a GPU parallel implementation of the randomized CUR (or Pseudo Skeleton) Approximation to compress the H-matrices of linear systems that arise in the discretization of integral equations modeling electromagnetic scattering problems. This compression method is highly parallelizable, in contrast with other similar methods such as the Adaptive Cross Approximation. It involves dense linear algebra computations that can be efficiently implemented on a GPU device. Besides, a stochastic convergence criterion is introduced to minimize the communication between the host and the device. Testing the code with standard cases shows the efficiency and accuracy of the method. (c) 2023 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons .org /licenses /by-nc -nd /4 .0/).
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页数:9
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