Element Partition Trees For H-Refined Meshes to Optimize Direct Solver Performance. Part I: Dynamic Programming

Author:

Aboueisha Hassan1,Calo Victor Manuel2,Jopek Konrad3,Moshkov Mikhail1,Paszyńka Anna4,Paszyński Maciej3,Skotniczny Marcin3

Affiliation:

1. Computer, Electrical and Mathematical Sciences and Engineering (CEMSE) King Abdullah University of Science and Technology, Bld. 1 (Al-khawarizmi) 4128-WS03, Thuwal , 23955-6900, Kingdom of Saudi Arabia

2. Faculty of Science and Engineering, Western Australian School of Mines Curtin University, Kent Street, Perth , WA 6102, Australia

3. Faculty of Computer Science, Electronics and Telecommunications AGH University of Science and Technology, al. Mickiewicza 30, 30-059 Kraków , Poland

4. Faculty of Physics, Astronomy and Applied Computer Science Jagiellonian University, ul. Łojasiewicza 11, 30-348 Kraków , Poland

Abstract

Abstract We consider a class of two- and three-dimensional h-refined meshes generated by an adaptive finite element method. We introduce an element partition tree, which controls the execution of the multi-frontal solver algorithm over these refined grids. We propose and study algorithms with polynomial computational cost for the optimization of these element partition trees. The trees provide an ordering for the elimination of unknowns. The algorithms automatically optimize the element partition trees using extensions of dynamic programming. The construction of the trees by the dynamic programming approach is expensive. These generated trees cannot be used in practice, but rather utilized as a learning tool to propose fast heuristic algorithms. In this first part of our paper we focus on the dynamic programming approach, and draw a sketch of the heuristic algorithm. The second part will be devoted to a more detailed analysis of the heuristic algorithm extended for the case of hp-adaptive grids.

Publisher

Walter de Gruyter GmbH

Subject

Applied Mathematics,Engineering (miscellaneous),Computer Science (miscellaneous)

Reference31 articles.

1. AbouEisha, H., Calo, V.M., Jopek, K.,Moshkov, M., Paszyńska, A., Paszyński, M. and Skotniczny, M. (2016). Element partition trees for two- and three-dimensional h-refined meshes and their use to optimize direct solver performance. Part II: Heuristic algorithms, Journal of Computational and Applied Mathematics, (submitted).

2. AbouEisha, H., Gurgul, P., Paszyńska, A., Paszyński, M., Ku´znik, K. and Moshkov, M. (2015). An automatic way of finding robust elimination trees for a multi-frontal sparse solver for radical 2D hierarchical meshes, in R. Wyrzykowski et al. (Eds.), Parallel Processing and Applied Mathematics, Lecture Notes in Computer Science, Vol. 8385, Springer, Berlin/Heidelberg, pp. 531-540.

3. AbouEisha, H., Moshkov, M. Calo, V.M., Paszyński, M., Goik, D. and Jopek, K. (2014). Dynamic programming algorithm for generation of optimal elimination trees for multi-frontal direct solver over h-refined grids, Procedia Computer Science 29: 947-959.

4. Amestoy, P.R., Davis, T.A. and Du, I.S. (1996). An approximate minimum degree ordering algorithm, SIAM Journal of Matrix Analysis & Application 17(4): 886-905.

5. Amestoy, P.R., Duff, I.S. and L’Excellent, J.-Y. (2000). Multifrontal parallel distributed symmetric and unsymmetric solvers, Computer Methods in Applied Mechanics and Engineering 184(2): 501-520.

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3