多极树码的误差界分析

V. Sarin, A. Grama, A. Sameh
{"title":"多极树码的误差界分析","authors":"V. Sarin, A. Grama, A. Sameh","doi":"10.1109/SC.1998.10041","DOIUrl":null,"url":null,"abstract":"Abstract: The problem of evaluating the potential due to a set of particles is an important and time- consuming one. The development of fast treecodes such as the Barnes-Hut and Fast Multipole Methods for n-body systems has enabled large scale simulations in astrophysics [9, 10, 13] and molecular dynamics [1]. Coupled with efficient parallel processing, these treecodes are capable of yielding several orders of magnitude improvement in performance [6, 14, 15]. In addition, treecodes have applications in the solution of dense linear systems arising from boundary element methods [3, 4, 5, 11, 12]. Using a p-term multipole expansion, the FMM reduces the complexity of a single timestep from O(n2) to O(p2n) and Barnes-Hut method reduces it to O(p2log n) for a uniform distribution. In this paper, we analyze the approximations introduced by these methods. We describe an algorithm that reduces the error significantly by selecting the multipole degree appropriately for different clusters. Furthermore, we show that for practical problem sizes, this increases the computational complexity marginally. We support our theoretical result with experiments in the context of particle simulations as well as boundary element methods. Our POSIX threads-based treecode yields excellent speedups on a 32 processor SGI Origin 2000, even for relatively small problems.","PeriodicalId":113978,"journal":{"name":"Proceedings of the IEEE/ACM SC98 Conference","volume":"54 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1998-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":"{\"title\":\"Analyzing the Error Bounds of Multipole-Based Treecodes\",\"authors\":\"V. Sarin, A. Grama, A. Sameh\",\"doi\":\"10.1109/SC.1998.10041\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Abstract: The problem of evaluating the potential due to a set of particles is an important and time- consuming one. The development of fast treecodes such as the Barnes-Hut and Fast Multipole Methods for n-body systems has enabled large scale simulations in astrophysics [9, 10, 13] and molecular dynamics [1]. Coupled with efficient parallel processing, these treecodes are capable of yielding several orders of magnitude improvement in performance [6, 14, 15]. In addition, treecodes have applications in the solution of dense linear systems arising from boundary element methods [3, 4, 5, 11, 12]. Using a p-term multipole expansion, the FMM reduces the complexity of a single timestep from O(n2) to O(p2n) and Barnes-Hut method reduces it to O(p2log n) for a uniform distribution. In this paper, we analyze the approximations introduced by these methods. We describe an algorithm that reduces the error significantly by selecting the multipole degree appropriately for different clusters. Furthermore, we show that for practical problem sizes, this increases the computational complexity marginally. We support our theoretical result with experiments in the context of particle simulations as well as boundary element methods. Our POSIX threads-based treecode yields excellent speedups on a 32 processor SGI Origin 2000, even for relatively small problems.\",\"PeriodicalId\":113978,\"journal\":{\"name\":\"Proceedings of the IEEE/ACM SC98 Conference\",\"volume\":\"54 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"1998-11-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"6\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the IEEE/ACM SC98 Conference\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/SC.1998.10041\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the IEEE/ACM SC98 Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SC.1998.10041","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6

摘要

摘要:计算一组粒子的势是一个重要而耗时的问题。快速树码的发展,如Barnes-Hut和n体系统的快速多极方法,使天体物理学[9,10,13]和分子动力学[1]的大规模模拟成为可能。再加上高效的并行处理,这些树码能够在性能上产生几个数量级的提高[6,14,15]。此外,树码在解由边界元方法引起的密集线性系统中也有应用[3,4,5,11,12]。使用p项多极展开,FMM将单个时间步长的复杂度从O(n2)降低到O(p2n),而对于均匀分布,Barnes-Hut方法将其降低到O(p2log n)。在本文中,我们分析了这些方法所引入的近似。我们描述了一种算法,通过对不同的聚类选择适当的多极度来显著降低误差。此外,我们表明,对于实际问题规模,这略微增加了计算复杂性。我们用粒子模拟和边界元方法的实验来支持我们的理论结果。我们基于POSIX线程的树码在32处理器的SGI Origin 2000上产生了出色的加速,即使对于相对较小的问题也是如此。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analyzing the Error Bounds of Multipole-Based Treecodes
Abstract: The problem of evaluating the potential due to a set of particles is an important and time- consuming one. The development of fast treecodes such as the Barnes-Hut and Fast Multipole Methods for n-body systems has enabled large scale simulations in astrophysics [9, 10, 13] and molecular dynamics [1]. Coupled with efficient parallel processing, these treecodes are capable of yielding several orders of magnitude improvement in performance [6, 14, 15]. In addition, treecodes have applications in the solution of dense linear systems arising from boundary element methods [3, 4, 5, 11, 12]. Using a p-term multipole expansion, the FMM reduces the complexity of a single timestep from O(n2) to O(p2n) and Barnes-Hut method reduces it to O(p2log n) for a uniform distribution. In this paper, we analyze the approximations introduced by these methods. We describe an algorithm that reduces the error significantly by selecting the multipole degree appropriately for different clusters. Furthermore, we show that for practical problem sizes, this increases the computational complexity marginally. We support our theoretical result with experiments in the context of particle simulations as well as boundary element methods. Our POSIX threads-based treecode yields excellent speedups on a 32 processor SGI Origin 2000, even for relatively small problems.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信