Incomplete nested dissection
Incomplete nested dissection
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不完整的嵌套解剖
DOI:
10.1145/3188745.3188960
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发表时间:
2018
期刊:
影响因子:
--
通讯作者:
Zhang, Peng
中科院分区:
文献类型:
--
作者:
Kyng, Rasmus;Peng, Richard;Schwieterman, Robert;Zhang, Peng
We present an asymptotically faster algorithm for solving linear systems in well-structured 3-dimensional truss stiffness matrices. These linear systems arise from linear elasticity problems, and can be viewed as extensions of graph Laplacians into higher dimensions. Faster solvers for the 2-D variants of such systems have been studied using generalizations of tools for solving graph Laplacians [Daitch-Spielman CSC’07, Shklarski-Toledo SIMAX’08].Given a 3-dimensional truss overnvertices which is formed from a union ofkconvex structures (tetrahedral meshes) with bounded aspect ratios, whose individual tetrahedrons are also in some sense well-conditioned, our algorithm solves a linear system in the associated stiffness matrix up to accuracy є in timeO(k1/3n5/3log(1 / є)). This asymptotically improves the running timeO(n2) by Nested Dissection for allk≪n.We also give a result that improves on Nested Dissection even when we allow any aspect ratio for each of thekconvex structures (but we still require well-conditioned individual tetrahedrons). In this regime, we improve on Nested Dissection fork≪n1/44.The key idea of our algorithm is to combine nested dissection and support theory. Both of these techniques for solving linear systems are well studied, but usually separately. Our algorithm decomposes a 3-dimensional truss into separate and balanced regions with small boundaries. We then bound the spectrum of each such region separately, and utilize such bounds to obtain improved algorithms by preconditioning with partial states of separator-based Gaussian elimination.
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DOI:
10.1137/060650295
发表时间:
2008
期刊:
SIAM J. Matrix Anal. Appl.
影响因子:
--
作者:
Gil Shklarski;Sivan Toledo
通讯作者:
Sivan Toledo
影响因子:
8.3
作者:
Michael B. Cohen;Brittany Terese Fasy;G. Miller;A. Nayyeri;Richard Peng;N. Walkington
通讯作者:
N. Walkington
DOI:
10.1137/1.9780898718003
发表时间:
2003-05
期刊:
--
影响因子:
--
作者:
Y. Saad
通讯作者:
Y. Saad
DOI:
10.1109/focs.2017.69
发表时间:
2017
期刊:
58th IEEE Annual Symposium on Foundations of Computer Science,FOCS 2017
影响因子:
--
作者:
Kyng, Rasmus;Zhang, Peng
通讯作者:
Zhang, Peng
DOI:
10.1007/978-3-642-23719-5_14
发表时间:
2011
期刊:
ArXiv
影响因子:
--
作者:
Jakub Lacki;P. Sankowski
通讯作者:
P. Sankowski